{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#加载程序所需要的包\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torch.nn.functional as F\n",
    "import numpy as np\n",
    "import torchvision\n",
    "from torchvision import datasets, models, transforms\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import copy\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 从硬盘文件夹中加载图像数据集\n",
    "\n",
    "# 数据存储总路径\n",
    "data_dir = 'data'\n",
    "# 图像的大小为224*224\n",
    "image_size = 224\n",
    "# 从data_dir/train加载文件\n",
    "# 加载的过程将会对图像自动作如下的图像增强操作：\n",
    "# 1. 随机从原始图像中切下来一块224*224大小的区域\n",
    "# 2. 随机水平翻转图像\n",
    "# 3. 将图像的色彩数值标准化\n",
    "train_dataset = datasets.ImageFolder(os.path.join(data_dir, 'train'),\n",
    "                                    transforms.Compose([\n",
    "                                        transforms.Resize((224,224)),\n",
    "                                        transforms.RandomResizedCrop(image_size),\n",
    "                                        transforms.RandomHorizontalFlip(),\n",
    "                                        transforms.ToTensor(),\n",
    "                                        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "                                    ])\n",
    "                                    )\n",
    "\n",
    "# 加载校验数据集，对每个加载的数据进行如下处理：\n",
    "# 1. 放大到256*256像素\n",
    "# 2. 从中心区域切割下224*224大小的图像区域\n",
    "# 3. 将图像的色彩数值标准化\n",
    "val_dataset = datasets.ImageFolder(os.path.join(data_dir, 'val'),\n",
    "                                    transforms.Compose([\n",
    "                                        transforms.Resize((224,224)),\n",
    "                                        transforms.CenterCrop(image_size),\n",
    "                                        transforms.ToTensor(),\n",
    "                                        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "                                    ])\n",
    "                                    )\n",
    "\n",
    "# 创建相应的数据加载器\n",
    "train_loader = torch.utils.data.DataLoader(train_dataset, batch_size = 5, shuffle = True, num_workers=4)\n",
    "val_loader = torch.utils.data.DataLoader(val_dataset, batch_size = 5, shuffle = True, num_workers=4)\n",
    "\n",
    "# 读取得出数据中的分类类别数\n",
    "num_classes = len(train_dataset.classes)\n",
    "\n",
    "# 检测本机器是否安装GPU，将检测结果记录在布尔变量use_cuda中\n",
    "use_cuda = torch.cuda.is_available()\n",
    "\n",
    "# 当可用GPU的时候，将新建立的张量自动加载到GPU中\n",
    "dtype = torch.cuda.FloatTensor if use_cuda else torch.FloatTensor\n",
    "itype = torch.cuda.LongTensor if use_cuda else torch.LongTensor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def imshow(inp, title=None):\n",
    "    # 将一张图打印显示出来，inp为一个张量，title为显示在图像上的文字\n",
    "    \n",
    "    #一般的张量格式为：channels*image_width*image_height\n",
    "    #而一般的图像为image_width*image_height*channels所以，需要将channels转换到最后一个维度\n",
    "    inp = inp.numpy().transpose((1, 2, 0)) \n",
    "    \n",
    "    #由于在读入图像的时候所有图像的色彩都标准化了，因此我们需要先调回去\n",
    "    mean = np.array([0.485, 0.456, 0.406])\n",
    "    std = np.array([0.229, 0.224, 0.225])\n",
    "    inp = std * inp + mean\n",
    "    inp = np.clip(inp, 0, 1)\n",
    "    \n",
    "    #将图像绘制出来\n",
    "    plt.imshow(inp)\n",
    "    if title is not None:\n",
    "        plt.title(title)\n",
    "    plt.pause(0.001)  # 暂停一会是为了能够将图像显示出来。\n",
    "\n",
    "\n",
    "#获取第一个图像batch和标签\n",
    "images, labels = next(iter(train_loader))\n",
    "\n",
    "# 将这个batch中的图像制成表格绘制出来\n",
    "out = torchvision.utils.make_grid(images)\n",
    "\n",
    "imshow(out, title=[train_dataset.classes[x] for x in labels])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\miniconda\\envs\\DeepSeek\\Lib\\site-packages\\torchvision\\models\\_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and may be removed in the future, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "d:\\miniconda\\envs\\DeepSeek\\Lib\\site-packages\\torchvision\\models\\_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and may be removed in the future. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n",
      "  warnings.warn(msg)\n",
      "Downloading: \"https://download.pytorch.org/models/resnet18-f37072fd.pth\" to C:\\Users\\Administrator/.cache\\torch\\hub\\checkpoints\\resnet18-f37072fd.pth\n",
      "100%|██████████| 44.7M/44.7M [00:14<00:00, 3.27MB/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "ResNet(\n",
       "  (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
       "  (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "  (relu): ReLU(inplace=True)\n",
       "  (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
       "  (layer1): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer2): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(64, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(64, 128, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer3): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(128, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(128, 256, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (layer4): Sequential(\n",
       "    (0): BasicBlock(\n",
       "      (conv1): Conv2d(256, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (downsample): Sequential(\n",
       "        (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
       "        (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      )\n",
       "    )\n",
       "    (1): BasicBlock(\n",
       "      (conv1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "      (relu): ReLU(inplace=True)\n",
       "      (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
       "      (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
       "    )\n",
       "  )\n",
       "  (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
       "  (fc): Linear(in_features=512, out_features=1000, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 加载模型库中的residual network，并设置pretrained为true，这样便可加载相应的权重\n",
    "net = models.resnet18(pretrained=True)\n",
    "#如果存在GPU，就将网络加载到GPU上\n",
    "net = net.cuda() if use_cuda else net\n",
    "# 将网络的架构打印出来\n",
    "net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rightness(predictions, labels):\n",
    "    \"\"\"计算预测错误率的函数，其中predictions是模型给出的一组预测结果，batch_size行10列的矩阵，labels是数据之中的正确答案\"\"\"\n",
    "    pred = torch.max(predictions.data, 1)[1] # 对于任意一行（一个样本）的输出值的第1个维度，求最大，得到每一行的最大元素的下标\n",
    "    rights = pred.eq(labels.data.view_as(pred)).sum() #将下标与labels中包含的类别进行比较，并累计得到比较正确的数量\n",
    "    # rights装到cpu中，以便后面打印出来   --hq20200726\n",
    "    rights = rights.cpu() if rights.is_cuda else rights\n",
    "    return rights, len(labels) #返回正确的数量和这一次一共比较了多少元素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练周期: 0 \tLoss: 0.634539\t训练正确率: 62.50%, 校验正确率: 61.90%\n",
      "训练周期: 1 \tLoss: 0.536370\t训练正确率: 75.96%, 校验正确率: 100.00%\n",
      "训练周期: 2 \tLoss: 0.315035\t训练正确率: 90.38%, 校验正确率: 100.00%\n",
      "训练周期: 3 \tLoss: 0.261112\t训练正确率: 90.38%, 校验正确率: 100.00%\n",
      "训练周期: 4 \tLoss: 0.230406\t训练正确率: 92.31%, 校验正确率: 85.71%\n",
      "训练周期: 5 \tLoss: 0.200408\t训练正确率: 89.42%, 校验正确率: 100.00%\n",
      "训练周期: 6 \tLoss: 0.158615\t训练正确率: 92.31%, 校验正确率: 95.24%\n",
      "训练周期: 7 \tLoss: 0.202849\t训练正确率: 94.23%, 校验正确率: 95.24%\n",
      "训练周期: 8 \tLoss: 0.089194\t训练正确率: 98.08%, 校验正确率: 100.00%\n",
      "训练周期: 9 \tLoss: 0.087344\t训练正确率: 99.04%, 校验正确率: 85.71%\n",
      "训练周期: 10 \tLoss: 0.125634\t训练正确率: 95.19%, 校验正确率: 95.24%\n",
      "训练周期: 11 \tLoss: 0.171304\t训练正确率: 94.23%, 校验正确率: 71.43%\n",
      "训练周期: 12 \tLoss: 0.214440\t训练正确率: 88.46%, 校验正确率: 76.19%\n",
      "训练周期: 13 \tLoss: 0.113704\t训练正确率: 93.27%, 校验正确率: 95.24%\n",
      "训练周期: 14 \tLoss: 0.095192\t训练正确率: 97.12%, 校验正确率: 100.00%\n",
      "训练周期: 15 \tLoss: 0.088204\t训练正确率: 97.12%, 校验正确率: 100.00%\n",
      "训练周期: 16 \tLoss: 0.073286\t训练正确率: 98.08%, 校验正确率: 100.00%\n",
      "训练周期: 17 \tLoss: 0.127918\t训练正确率: 91.35%, 校验正确率: 100.00%\n",
      "训练周期: 18 \tLoss: 0.041424\t训练正确率: 100.00%, 校验正确率: 100.00%\n",
      "训练周期: 19 \tLoss: 0.030313\t训练正确率: 99.04%, 校验正确率: 100.00%\n"
     ]
    }
   ],
   "source": [
    "# 读取最后线性层的输入单元数，这是前面各层卷积提取到的特征数量\n",
    "num_ftrs = net.fc.in_features\n",
    "\n",
    "# 重新定义一个全新的线性层，它的输出为2，原本是1000\n",
    "net.fc = nn.Linear(num_ftrs, 2)\n",
    "\n",
    "#如果存在GPU则将网络加载到GPU中\n",
    "net.fc = net.fc.cuda() if use_cuda else net.fc\n",
    "\n",
    "criterion = nn.CrossEntropyLoss() #Loss函数的定义\n",
    "# 将网络的所有参数放入优化器中\n",
    "optimizer = optim.SGD(net.parameters(), lr = 0.0001, momentum=0.9)\n",
    "\n",
    "record = [] #记录准确率等数值的容器\n",
    "\n",
    "#开始训练循环\n",
    "num_epochs = 20\n",
    "net.train(True) # 给网络模型做标记，标志说模型在训练集上训练\n",
    "best_model = net\n",
    "best_r = 0.0\n",
    "for epoch in range(num_epochs):\n",
    "    #optimizer = exp_lr_scheduler(optimizer, epoch)\n",
    "    train_rights = [] #记录训练数据集准确率的容器\n",
    "    train_losses = []\n",
    "    for batch_idx, (data, target) in enumerate(train_loader):  #针对容器中的每一个批进行循环\n",
    "        data, target = data.clone().detach().requires_grad_(True), target.clone().detach() #data为图像，target为标签\n",
    "        #如果存在GPU则将变量加载到GPU中\n",
    "        if use_cuda:\n",
    "            data, target = data.cuda(), target.cuda()\n",
    "        output = net(data) #完成一次预测\n",
    "        loss = criterion(output, target) #计算误差\n",
    "        optimizer.zero_grad() #清空梯度\n",
    "        loss.backward() #反向传播\n",
    "        optimizer.step() #一步随机梯度下降\n",
    "        right = rightness(output, target) #计算准确率所需数值，返回正确的数值为（正确样例数，总样本数）\n",
    "        train_rights.append(right) #将计算结果装到列表容器中\n",
    "        loss = loss.cpu() if use_cuda else loss\n",
    "        train_losses.append(loss.data.numpy())\n",
    "\n",
    "    \n",
    "        #if batch_idx % 20 == 0: #每间隔100个batch执行一次\n",
    "     #train_r为一个二元组，分别记录训练集中分类正确的数量和该集合中总的样本数\n",
    "    train_r = (sum([tup[0] for tup in train_rights]), sum([tup[1] for tup in train_rights]))\n",
    "\n",
    "    #在测试集上分批运行，并计算总的正确率\n",
    "    net.eval() #标志模型当前为运行阶段\n",
    "    test_loss = 0\n",
    "    correct = 0\n",
    "    vals = []\n",
    "    #对测试数据集进行循环\n",
    "    for data, target in val_loader:\n",
    "        #如果存在GPU则将变量加载到GPU中\n",
    "        if use_cuda:\n",
    "            data, target = data.cuda(), target.cuda()\n",
    "        data, target = data.clone().detach().requires_grad_(False), target.clone().detach()\n",
    "        output = net(data) #将特征数据喂入网络，得到分类的输出\n",
    "        val = rightness(output, target) #获得正确样本数以及总样本数\n",
    "        vals.append(val) #记录结果\n",
    "\n",
    "    #计算准确率\n",
    "    val_r = (sum([tup[0] for tup in vals]), sum([tup[1] for tup in vals]))\n",
    "    val_ratio = 1.0*val_r[0].numpy()/val_r[1]\n",
    "    \n",
    "    if val_ratio > best_r:\n",
    "        best_r = val_ratio\n",
    "        best_model = copy.deepcopy(net)\n",
    "    #打印准确率等数值，其中正确率为本训练周期Epoch开始后到目前撮的正确率的平均值\n",
    "    print('训练周期: {} \\tLoss: {:.6f}\\t训练正确率: {:.2f}%, 校验正确率: {:.2f}%'.format(\n",
    "        epoch, np.mean(train_losses), 100. * train_r[0].numpy() / train_r[1], 100. * val_r[0].numpy()/val_r[1]))       \n",
    "    record.append([np.mean(train_losses), train_r[0].numpy() / train_r[1], val_r[0].numpy()/val_r[1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#在测试集上分批运行，并计算总的正确率\n",
    "net.eval() #标志模型当前为运行阶段\n",
    "test_loss = 0\n",
    "correct = 0\n",
    "vals = []\n",
    "\n",
    "#对测试数据集进行循环\n",
    "for data, target in val_loader:\n",
    "    data, target = data.clone().detach().requires_grad_(False), target.clone().detach()\n",
    "    if use_cuda:\n",
    "        data, target = data.cuda(), target.cuda()\n",
    "    output = net(data) #将特征数据喂入网络，得到分类的输出\n",
    "    val = rightness(output, target) #获得正确样本数以及总样本数\n",
    "    vals.append(val) #记录结果\n",
    "\n",
    "#计算准确率\n",
    "rights = (sum([tup[0] for tup in vals]), sum([tup[1] for tup in vals]))\n",
    "right_rate = 1.0 * rights[0].numpy() / rights[1]\n",
    "right_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Error Rate')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制误差率曲线\n",
    "x = [x[0] for x in record]\n",
    "y = [1 - x[1] for x in record]\n",
    "z = [1 - x[2] for x in record]\n",
    "#plt.plot(x)\n",
    "plt.figure(figsize = (10, 7))\n",
    "plt.plot(y)\n",
    "plt.plot(z)\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('Error Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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m3EoVWZKpd60DYWCjslfB7PQhktkZRm/+EuplC4vxGKiswb3yaZTaXbrzi6hgI4YVn2O4fw+n/RGSOIOdZzCiBAHvD9MvGllCb6yL0fEa0giz1Z9phjTlv1QtESbMKXG5RlnlBXdKWOYOYFdhtvdQ29xA88p1rH3hP+PBl9/F2cTHMkrgF0ZHz8lqnH9n6MnyBKmuw9BNCS9+GCGxTLi2gZKhy5vhm+YDxRSAN6eGHB3HRjkPMT4/wWK5QGYAlXwAs7qBxs511KolsSCamuRyzxQ7KxP7YM6ovILK/VaV+1OvusoSVf6mKlAzCVHSU9iOLmIFhm4hSxOAH1YFec6iLmKSB7vWREbj9D3EyyXSKERu6CjVOyg1u4gjH/OjA0xOjpCnGdx6A53tKwhnU+SGg2pnG6OTh7BKNmwngz84xNGXYvRuvwSnWhUjTnwf0dJDqdmEnmti6PRbdS1C1D+S0BqVqsjdGgLDRKXVw+TsGNOzIenw4iwsuwm71pAHW1Xm6iErJVPEw0c4PzzBeBJISlLKM0mTVBWdYREwlxT3KmGb9zphjUBjJEKTpPLgWUWdweLXMfXLNUorSxEFnuRHXv8++g+rCBs2LL2JxkvfiBu6hfQ33oQx9WElgM9cQ1NPjS1eM2fBJk8Lwxgtg4lzFucIsxS5bcIxdDi6Jj/D6pwJMiu4LI/g2hbWTB2LcIHhg7exOH2M5vZzuGmZsJI2DLcOx3UL76ZC9LPBe/X5D3jRohJRX1s9xio0S1jOmK9GcLIQpUoJps0ZIcanBHnMnDCThyvPY2i6Ac0wkRE2m88QL2ZIg1CqzlxSmwzhZALNtlHuraO5ew2leh0Hb7yO/v4+1q7fFu+Y0WMaDkqVDhbTc7iOhVqzjsib4uyd12DVWrAqVTn1IAwRDoeo1iqw8wCdZhVOrGHy5gjZYV8q30Wjhai3icg1EMc5YhaRZ0PUqi6SXEeuGQofkOI0h4sFtMUhjt9/H4/2h4jiFJUsAxmiNLIoTTCJ+KEQFxoQoULmmbxeWppBS/l6uXyNBSILMkeckXa5Rhnw5Jk7xROM3/4P+M93fwG2YQlEpOs5tDSGv/ChpSkato2SkYrXjAqIQdwSjZPVmbh55dF48paWw0hTSf6ZfzJHYYHCB3GUZYhSoEnYCCY6pgE/jbCcJ1gcv4vD+BznzXW0bryCrRvXoNumPLli9BfG+ayREgai0cUwsxh8eFmt53GIJIwk1ErunIXQWe3bfH8MwRayyJNURMEcfE0dmmUBWSKeih4xSyLkeQKNFQ7fR5wjI+5oGNBNC8TNvNNT5H4Ap9nE7gsvYnS4rx5UhtCciIaOUrWBwPcwmQxRqVZQch2EywVCbw7NdKHZZfHixweH2NvsYrvZgP/wEQLLROY6MMoujPkSpeNDpKMRlrtXYFY6sJY+loupXGeXXj7L5P0b9JB6BHNxgifvvon7j0/gBzFKGeDybmXMJRNMoxSTWBmky9SDzoP3llGRTiRX19dk5BIEQsFuhs6885I9pc+pvJyhzYShGchyejLmDLxpzBdNOM2O/N2wTTTMBPXZFJO5Dz+mKSq8zxLTUHWYvBcF5Uq+lmc6fD5t9K6WKW+CkXXJai4FIg1oaDnKmoEKoSVvgfGRD3M6RZpEwLyP1tY1tDa7Kt/SaaC6hGO+PvM+Vuc2w7BtwrQc6HyMeS5xhigaI/On6j2UKrAqlYuKh0UJ36tBw+J5sYImjBMG4gnlAZObBGR8vylTRBaHRAAAw7Jh2Q4Mk6lLCn82weL0WB7KcqOORf9QhREorMe0LbS6m3LNDx/dQ9ktodNpyXksp0Nk2ghxnGJ0do7De3fxib0r6EYJlscDiUq6ZUHjNbQAd7FAcv8ewivX0du5DXd8CH+5ROLPEXke6jULJd0DFifo330Tjx8dYzIlDkwvmUBjcRMnGEcZZqwRaGYaBJ8MkxRRkhQRoYgyugaLjRBeWOmt6PI5k2nCZRpl2TClAIn1BtZf+AZ83eduo15RVbQUMAxf4qL5J6CFfZz8l3+He6/dx9QrwnmmDIBPEG88nyYxiCI5pulKiBcwNkZq6IUnZpGVYc5cUwM4Tk+0raKZKBOoXc4xefIuonEf6fQY2mQDRslFbf0qSpUKLD2TD9vSYZds6KYtF483OGMpS8+WpZJfpaGPYHwm9mHW2+IN5fuSWP3JokIKFGI9BgzLQeovkARL5HGKlLmkFyANI6QMa/QgAhwXOQPfk2XCKZXAwBnMp1Ko8AGR35WncsP5PZZhotNpYrno4vhgX86zXG+i1mljOh4jjkO0mhU+UXjtzXfwQqOFcpwgmi3VY85iiiiHZcrntYd3EeA2utdvYn72CL4/QjDqo7RuwlgcYvD4Hu699xiD4QJWksFlKE4I/SjvOEtyiXx8X3GRO3JKk97FFG+oYCHpeBXdI4kmrA/4d6d0uUZZ01IkhgXPrqG9fRN7z7+MelnlhSsEj50OvfB+elxFtLuOJ/eOJCeLWAAxD2NoIoTAN1fgn/L8MD9jFVpkdQIr8JWzTJJkPnmszINEJdpemqGW8Uk24bBYkorvHGfeHJOj+6g2WthejFHe2UF9YxNmqbggaSxhWMKshNwAWeAhDwPJB3VbGWwyPkVkmtDsEvJwqbwAQ3ulKX/S22X+HEnoqQLfsOkiBeLRzQgZUYjMUO1GTaUkNGh/Mcf0/BzT8VSuSa1WRdl1kGcMyzacagU2f2dGVMKA4VaxvXcFPXa1qmXMz4aYTqbo7u1INT89H6o8Ocvw5t1DrEc53ExhwwwC0vE1dViOCT0MYd97H55hoHfrCoaHT2AsjhGd+xgf3cPd9/YxHi7gJhnsNJX81ktyzDQDvsHMIiOcIh9mSiQiky4fH9LV7xOjZLFo6CpFcGzoWo7jeYD5f0NN5P+yUeppAivPUNHPER5+BUeP1+Hc2IAr9/qZ6rVoT/EpoZcrlW3MwkzwKxqVZhkS3lnRRUkuf5e2lXiUAnopYBkBNooEW2GCufRVeaEDIxOIOsxz8ZZlk2FdQ6XmoLd7Db0bt9Db20O5VpMLRIOgF8xCH0hYaOVSdZpuGZpbQuYtEHsLletaLrJohmB4BN2wYTW78mGUyoKr5nwdhjXirbWOel/hErG/lCInCgKpUnnW9CZRFCOVSMEbrf4exinO+kMc7B+L0dRrFZRLJZiOA7daQ7neEHU2aTXqVcRhiLPj+xIGHTPD4YN70JwybMtAbupwm1XM9zp4481HWEstNMg9YBjlz8caSswdaTVJCv3xfcRbTTiOjWh8hMdLthFP4S9iuJqFRrOGarMJu8kH0IbvTdF//BCPHx1Kr5upCd+bfmGMKn+kpyQezdSIHaVqvYn6xjYc24f3xjuIwkvOKRliWHXqyRjj934Fr2f0dt+EzY2GtLp4gqsqVj6iCfzxHOF4jmgSIomI9OdAqMHniTPHsCxUrBJqDosoQgc0XvVBYJavxusoONgz7V/Vt1Z9dqYLdq2O9voGrt+6he07d1Df2oTBAkQ6JokA1cz9ovkY4WyC1J/L01yqVmFW6tBtF6luQ6+2YZcrMNyahGeGUnpq5iN8MOL5GdI4hGEzROhSdfJ14+UcsbeUtIPVLEN6nsQI/RCBhHGeOPNQFjx82AxU2l1Ybh3LxRyL+Qyj6RxHR32+rHjPaqMpH0w/2NrNMxOp3cLg6BHGo3MJ/0vvFF4Qocyihg+LpqOytQZ9GWM6X0qVXGHOL6lOjopjIk8SOGGA5ZN9ZFULY/8UXpLALpVx+4UXsXPjJhrdliAK8/4B9t97G3ffeh+np1N4AdFJRcDhw8ubwDyxZBtwLRMlt4RKrYlqZxO1reuobV9Bqd1AMnwD7uMnKM+yyzVK5n+8MUmaIF1OcPbOL+CXT9+AW66ohFrySk1CMbEpMw+QDI4wHbLQYWjm5wtWSgEQ6hkQ5ktMpEVVGJ6qhy7YP5omfTrJsYziyZec1NTR6m3g+sufxPaNG2h1W3IDDYZpegd5nDOkgY9gNkHiLeT13FoTerUiPXcSSzJWkulC/T6+t8UUeqkCu9mFXq5KNS/eigUMiSZxCP/sWDBKhq00iJD6geBzQjjg75SkX0m26DRuqEKNkYCYnRhvxrBqwq3VYNgOSuUqFu4U52cDHB6fwBmOUGs0ROCg5JYFFDeIN3Z2MZsvcXx8glK9CadcxXAywWa9gZdaXRiJAyQTeKmGAXyc8dyI//q5tAIZxg3HRObNMY90+KU62lt7ePFrvxat9R7i5RT9e1/BycMHePjgAQ4GMyG88PxMM77Ik3kPpXVqWWi0OmivraO5eRX1rasodzdgVctFURcjGbM4ZJp1yUZJg3DkAmuCzgf+DKP9sXQu2GKk56FH44cl1dcKhH5K2ZKcs8g9VsSINEmk6pY3KJ6Pf2choTwkf6/8XaAcBdTaJQdXbt/B81/zNVi/sgeT6QDzPxYLhFX4ukGA5ekxZof7CBczgW1UamCgVHEFfcl8T2GNlo3y1nW4vQ3VT6YHDOZIFhPVlWHFLUbLGwKYdgnR9BxpSNjIhlZykHq+AsrjpMiHV++eHlKlI/I34QQYQlRgf5jvmXk5Ux2+r0qtrjznaIjRaCyqbLZlwbJtyTVdt4RyYx3u3MN0PMHO1eu42e7CfXgMbf+ReMIsjGDEKdrESiwb51GE88DHOEuwU2oJHsxzH48iXH3lRdz89CeBdI67v/YVjA5OMBqOMBhOEEYxHOnAZQh1pisKZuNFsIsIltgtlO58K3Zeuo1aoyrvTa4/kQkiIkmE0AvgGAY2apecUxKiIRbJipF5DHmQfqJhESXQ04JkUQCkqu0kZbR0dCT/KHIOsoXYHyaLSDBJGiExvAIvVFCOfhGaTfaR+XN8yuXG2di+fhNrO7uoNOuwKiXoxFClz8xKOYY3OMRk/wm84Ug8GC+U5dTglNjuY5M9ltaZVKdWScI1CHwnbN2ZAuVoUQSkETKPD14q55hGCZIwLIwzRcpcce6rYoY4HA3UsKXoYE1Ar8ickp0rkleYEtBIiMHm9NLsxNBUyUeV92hLsWO5rhRq3nKB2WwKb7FAMPeQpDPxwgyZpmEjyU1MTofYMWwsHp9KSsMuUBJESBKmQGRUAV0yu6DhLI7x7skIc91EuWQhyDUMX3sV0ZP7sDc7gjeOBuc4Hc4ENFewqQLD2QYVQFzwSNUQkPcdjTF+/zXcPbsnX2d+zXOUaEBEhYyixVAKtAtW0mUZZfPaHXRsH4uTI8xmnlzUmuugXilJ4WGxvcbKlVicwxsTYjmdYzoP4fNNCf6mQyO30jJQlQ6OAavSRH19A9VaGZbNr9EzmTBNAvP8tyl/srVnGznqro56swO3s4Vyva6KIFbDhoFkPsL4wTsYP36CjEVUqYzK2iaqG9uwLSA8P0ASRTBrNcRxjHhOgrGJ2ekJRqcDOJ0e2tvbqDRbcp4Z8SdeR3q/iJ5CpQ70HKycs0RDluni7ZMkEEMQbJQGvoK6SEgwDNi2gzCKJIeUvIzQGSOC4KQFnU7ao7rKYemJTBPlSkUMdrn0sJxORUOI0tt82GicJ0dPYGYaOh4jTgbTIR5qIqLRkJpV9KNLuYY1Zp5ehLfefwKnU8cLW+uIDg4RPdxHstaCfvPqRerDHr+WsGOjocEum/BnNWEnCeorzK8McTyH9+gNLB4WZF7hy7K9LBmP6uAVxWp+2Ua5961/CJtdIHrvixjcfR+T8wkm06UYQ9Ux4NLgNBNxZR3dT30dOk0Pgze+gPv3j5GzJSUnqUOnkbFLYpPrqCNqXkfn678TN651xQNLRVcQFVZ4plTyeQwrGAlZgL1l9RSnkvfRq8azAYZvfwX+aAK32oBTraO8cxWlzpp473B4SPAP5c01LI4P0H//PhbjqeTDzEXjIMDZ4QGG+0+w8+In0FrrKW+gKPXSMsxjdXGTRMFVaZ4iipVXTDIDURgiChYCD4lRF8QE9oEJN8mjubphwgt4SmAQr8Kecaqw0NUHZazZp6aHbTZbouCm+KmWRIDlfILj+w+lK2axRZkkMAKmM4qoIkVWQe3j76jqGjYyGnkEJ4xgTnz4SQKX+KipoXbjGuyrV3HWP0XkBTCl4FPnqApHVZAK1JQqQm/ROhDPLG3hAjlZNUjU376Kjv9/3yhH995CvNhD7+a348an/mdos8c4fvXXcX4+g1uxoS/OEUx9oOSivn0Hu7fqaCR9hIMzzGYhnY14TPa2a7aFapnh1kLeWUNrbQOVRg0Gw9iqN/0MmVY6McEYlgE49R60LJECxqx3xHjjSR+Tu28jj1I0tndh1Wpw2huwGy3FWySLx7JR272GaHKGPI7F6OrtthiSv/TEeHjRgvEIB1/+dQS3nkPvyjXoeoYk9sUzhUEoYHGa5PAZ3qX40xRiQEPVbWR6IvxIWqpulQT3lE5kwZ9c3SL5WPXFWSTxLtsqpVA8S8W5pAHEUSTtTUYQ5rdELSTNYSs2DnFPz/DwvQe4ZuooLWOQ0UKGkVxM4qPSfVEPSEnTcc2xEDKt6k8w90m5Jgc2R600hlMvQV/fw961G5iMz4RkQjwyIEAspOwUYZQhThKhKUoLsdJAtddDueKqc2ReKbhgCj1awAgDyUF1tlIv0yhP3vwVjJ68i9ne8+hevYFmbxfb33IDezrrBB3J5ACz/hCZu4321XU4Vgxbs2DyTc8iuQtlEnNJm9d06ZsmWgmW20ajxsKjoJM9g1MyR+F7M6IlzDiC3WgI+ZTwi1XvSp6XLIeYP34I6C7q1/akd23XOzBLnEnRVCeGtKuSKzCNd36G0dEpvGUgocpxS7DKZRhOSUFSYYQ4DHB27y6W0xl2n7sjXws8hudUQTxpLrMnMUvqwgEwj+LncxJTWG2TuBvFUp0y9eCN4rtbeUgF7bLooaE9w1gH/2SbMoGWBvLw5ckcrl2CxkY94Tf21Xn9EhZvirkT1Us4Nw2UxwGa8xh2TJ4nz4Nno0ZWAubBBRE5ZK4YkSOp8vosSKDNQrhLX6hxQamKRmcNUTDHZDpFwLSABk56YhDDD2PJO2NYaF37Otz8vV+PXlvNUylepvhOmLNDOMMjuEmEYDy8XKNM+sdI5yP5mDx5E5XeVWzfflmq31a1icbVdTSvK+KXGBPDEBN50pIvWrpPK3R2dJjyaJolsIn0TC84kU+xeD0NoPsTOPWW9IPZSjTcpoTHNJhhsf8QMF3UttZg0riIMdID8398MgW6UJzFkNS3wQD333lfwq7krmTtVMpS4NDoCCiT/ECD9YdnePS6j61rV2GXXYTMI7McYajwOmK3gsOT0CGzSokKvxfhjrNgAaIwgGWXpILm9/LzEpYlNBcQi2hZ6oI3IvWk8qeHDwJ68RyJYcigFpn99E/so/Mi+X4ILfSws9HDfLFAeKWC02WE8GwGTJfQQ0U54/jCEKmw/K/aJbQNUwo4chpKQvsDopCkmgBaI5YIoukOXLcJy7Qw82aoOJYUemU9R2wCUaIhNqtobF9Bq7eOcpX3UbU91LhHLmmaVaogHvWxKLUu1yjrcYJkvkTqhwgnQ3ma4vNHOH13A43tm9h67nmsba6hXC5JaFF5k6rQGOIuiLirfihhkAKXVOB40awk46hgahv0cOEMTrkCU7ouY2hGSQqYPA3gn+yzUYnq9hZ0l97OLUgRKTJpDbKDZMmUYHh+itT3FT0sByr1mhgkjYI3NkkDMZbxeCaJepXMnJIFfeHJDWp02qjW6zCZKyIUwxQMsuhMqZBFZJzgf6JgUrKqCP9kuVTSRmjJDh4p4HQDukVWvmqlRr6PxWwOJw9haTECz8OMEFOaoVKyEQQ+lkGIMI6x9CNh8PBKMcKwzWoZZQRRKn3qjU4DRq2EwA8wny1x2p8izg1kjoMoz/D2eI61JEFXN1CmG6FhMiXIAX/kIW0GQCuDk+syYlKpt9BtV2BMRgiWOfrzSHr7/DmrXkK73YHrFAiKWMtFzENuVxC1XKC+KanDpRoln3BHWNax5DcMccvZBP75AN7gCOP9d3G8uYvu9h6qrR5qzbJUZzTIi9d4hs5Ey1Bv4pnWIgvPoiukZymsxJMugUmt8zRAEsawGbaRIRqfSn+5vLkNs1yDvmr2kxkdTCVvJP+RHjMaD5B6RAxy6YHbDEWOIy29PIylH85wy3ZgFEcIghCeH4rH5Odw2EetXsGV69cEzOZ7oJcL00gKEALp9LL0vHxHRA4Sjj6QfxjF4tVsW4Pv0evF4nmIPXJC0y47UsyhVkYjqcGbzxAsPQRMATiRY+U4m8xx0h9i4fnSQ7csQzo5k6Uv0ajXqKK0DKQqHy98mR5tVEuSmpSrZdS7LTw8GSNINLTLFVS2t9A/PMY4juHGKdZyTojmMtu0nAcIYx07nQ4sqSbJoWSKVka5nWMx9oTfoMY4mCIQtiPpmRwGNeEqt+HpXZfeP+GwDysy8OELHZI16Zd0yFinSxQ5DIQUEJPnN2ZRs4/J/Tdh1dfQuXoVpfkUIe1vNU8qfzK5Z4VpKiOU81bdATFOhvksgBUvpYdquaSPAUkQCJGXsExC7NCP4PY2ZU5cDLJIyvKYHk+X782zWEYVYt+TijAKQuVNDR3903NJAVRByAfCkEpV8MVcw3zhSd5mWqZ409H5BH54H9du3xbPxqKBHlSMkd6QxU4Uq/EMAv7FaAEfMJKjifNyunA1fhFHAeIwRzZjNctKm8VSLGFdWDelGspWGWFI4oiJZq+EDdtG4E0RhQs061XssWFAskytglq1IkbJc3KLCDBb+OJR6dGb1TIGUx+7O1tokfTBqpFFYhBi6Yc4ZK4c88Ey4MUxtMND2XhWKjlCn/OjHJV6HU53BswDwZhpAsxqVe97NRSp0hNFW+PNT5FHnvBV88QHOi9cnlEOOS5HBrGho24aqJiqa8MhMZvecxEhCXzMnQnM+RTRrA9TT5DXGtBzUruii6pTsc/ZAVZGujJI6Q7Hc1jhDFoSwSj1JElntS2dlLKLPAuEOOE0u9BMknAlAKnBrDQUGIUdF/I9xXhYKOQ5vNkCCYF+y0Sl2cDj/XMxvmJaVV0Mhvqi1ymtwSxFucTesyFVJwetTo5OsbaxIaxtztTQE2qm4hIKdMKLz9EA8Z5FTgsdkR9IP57kED4IDMdRSECdU4qs8GM5d0MnoUH17WN67zgSr97k2IOuwV+WsFyUMJ9NoMWpMIz4sA0J77Dwi1P4wQKNqot2vYzJMsRkziiRotttY71DUN7HtWvXL7ou3mKJpechqTew1qrDjUMs5zMMshSNloKhaNh+rKPaakF7MpAmCIklbASo9OvpXLugBnz/kQ9v1Mfk8IFAVp12FbhxiUZZshR1jIbE8YWQjFtdQ4k4JedP+D1ZCvhqJoX9Zr1cgV0pwV7rKAyNH1GsbloxBShjB7xtkj9OYCVL5P4SdrurxgwSA3mqPByfvGQxg2G5AvGw+yG9rxU3Mo6EPyicxHCpqunlVIyDQD7NI57FaPbW0OpQwN68gF9YRAi47ZMBlMmIAQsTGqOWq5DcaFqYcwRW+tH0uIawfmQUQH9m8F766mrxqPAuWZB4AcKAv5vphyYkEDNSDyobDzI/xvONIsRRKOkRb3i1VpXiiwZLr0lIyK3UYVouwnAOn9S7NFG8AMMUb78IApxPl9I1o/GEBPeho1muYjpdoLO+jlLJFaYTC/qYLchzRQ72oaPTW0cvTzFh4UQHIC1OW25fxo5UrjBUcShUypiN4I0c6FqM2J9jejbA+dEBhv0TTCZzmJUWXvncHVRtzpni8ozyaz5xFePpHOOZL/kMqVcyW5zriFg9mzpMGhY9J082DpHNOL1nIHVdWOUqrEZZ9bKDABlbdgzb/L4khhYsYWS+UMWMBudhHMTTIYymq1prrIizSAzeqKi1IaSOrWjC9FDCdSaUwvC4nCA3bESLuYR+eiUyeBbTOaqtJmzHgucl0nOmJyKxIljMJQQyD97aaaFWr0l7UCbzpMzW5OacnZ5ic++KPAjMI7nQkwYoQgWGKYCzaREiUl0WGQK1DYSzBabDc7S6a7CdkoT9MAqQRKEa4RDmlAHTLElXxTB1OEQcwhBBFEn1H7BYk2KQg1/KWPjzUcBQHV50kUSxhKQswjdRDC8iIsDf3ZMpUKYlRD4YhplWLCcDTCdz6dBNpzFc20GjUlLhlwz1PBayS1xeMWZUVx/eOYa/+n9g9gYfnFiM2JsvpBlBpKC6ew0vfc1N3Gp48N9+G/j0916eUd7Y6CDb7sGq1CW0Uae8fz7FdBHDrjalQiTDZDGZIQhiWDklPwCX3pMJfhAi5gUkZ7DiwqyqgiGPRggHB8i3OHnXRJ4sYVfrkhvSG3LgmDdauirLBTSzJK3HLAwKjSHONkfyoVjPOZJghoieulRBNF8gChLEfAiQwFsuJXHneEHE/FPTcNI/FeYNe89WyZXFndMZPbICqVnM0FMynNKzsrt0enyEtc0N8aTCjCd5wTWL0K9SACb/DJu8gbajodluIAx8eJMzuNW6moe3LcScfScEw8TXshAGgfw+P0gwHLHfzSCTSuXNLErSBAGyafjkI6SwDbZnCcFF8iD4foQ4S8TLkXneIFFHCzE4eB/z8zLq9QZcekt6x8UM89GZNAf2D4/QWmtL8URmmFtwNpczVZAOTcAoW2ivt4gJwZss4Y8P4J/l0MoO2p0KupaGxVSH2d3Cc994B2vuCLM372P86AR7H8LWPrRRru/sIAo5OEVFhxw73QY26iUMRgHy6hrcVhPLcR9j6whHJ0P4ET0EAXLmHLrQ2SwC2YtYDMonPFF20W4ukQ4f4P6ygW6vh91tguImkFtSVUvSTFa3jC7EQqqlx1xV9ZL7hQs1VZiEquIdDxF5PowMCJZLBIEa+WTnJQ5j9M8P0W2UMRkeYxlGKFdruHlrB/VGQ4yQueRkNMZ8Ppcwp0ZqOfahHg4WejTi+WIpZFbmWzR6wjf0bOyBrw7x5nSVCQ2KhURJwqnNvFpmlxRkRjhJAPZch1uuC08g0y14YYYlCciMJowFBLpzAtQEeTmM5khR4yUM+7GwxcuOgUrZliqaILdoPBWs8ChORHNoORvLuZbpKIp8VqVBMQ6OBlKYbTUc9AfHck4OeQkkZOg0VBtJEqLZqKK6UYVd4QMElHf2cPXOFmpmCEoZcTCuFJ9j/ugYTPBIYsZlGuWD9x+jtdZEp9eGw2m5PMT0+BChRUB3ibJWxebVTWQ9G926iX5/hsUskJYUiw7S5rnWnW1Gh2HPZ6/VwWavjqO3vohZYqP2jd8C6+aeqlDJmGFrLo0VoTZciucj7pguZiJzJUaZhDJJqNNDcD4mCBDM5qrSpqyMF2AZqG4LgWyG59PTAZrVqwLV3L5xExubGwKfEEBfsYm3t7fRPz2VPd30SiyC6HXKrN45J1Sr47B/BntzW8osy7Hg+x5K5ZLcbLbhVhCYS+ZOovJTGlC0DLE0HdRrdTUGIuZGlhGHPlQjknZKGlut2RKDWS4W0llhUUL8kXBbEfEVqSPTkOomYjiYhilKFmfGTameVT4aqzFn6d0nMgim+QEqti3jywL2mwY6jSqsZYDT4z722tdQrTgYDheiA9Xke2M3idHbS+DlPpx2HbX1FlpuRcgvre0r8jNacIblw/dwdu8QcaILu8hbhpdrlE9efw9HtolqvYxyrYxS2ZALwmrRSqfQxgyODaSOg7XnX0LvZoCTt97FwaOBgLrsQsQkCcCUgXeO57K3HM9OcdIfoNraQqvdU4Pxss9Q4VsieMFrzhtQKitDjAJWB5J35ZEPPSbRdi6eNFx6iKNUvAa9Ir1XFCaIYmKQMRbLpTBumG9119ewe2VPsNBnp755WCUdW7s7qDXq6J+cqkIlZA8/RqvZku2yg7NzzKZjNOoNqXxZwBGLbHGUgDKINsO/ot0tloEYiOcFcB0H/dMT6Y5U6zXYTA8E73zatlQtRLq4uNhLWUalWpNiMw4jOReO4AosxRELqfYVpBREIbylh9F8KvBbrVISyIjOQSYPaVQpVStizIMAXhAqimCRcnRbZdiGicXSx2y2hG2a6HXauLHRxmK6wGhKZ5PDqVTQXttEeXsHzY0NWCULppFDm59gfu8tjO4fYjbiOSbSmgzDS+59syFv0/VHKeZnM+TVMkprbVR7TZTrFSTlEoJSCRmxM8OBYzsor3VQW4Twzhdq8J30M/aCTRMlx0W95eLsdB92qYRGqytdE2ouRpNzmDVFH2NFS/aySK3ohSGyr5z6Au/QQDkXw/mbkB4kSsRLCXmYkEemXXhI3mwOXdFgGdJICyOAThrWV6kOSdpgCCTiVioYDc4kzyR17PDoQIyIOe10yMH+ulS9pIwFno/QLaPdrKPs2vK7ZnMfATtA7HNrLGZMiQL9wSmiJJbcznYIsKuWK3M5pgwszibjkXixi0KKvFUaOhnfJU5bklZGkkgiOS9zUxosH8Ak2ZRUhIVa4C3gLxlhFAGXDqXM4jSlmBidiwXDZUvQEYY6H7DFzBP+LIf9QqYMnR56rTb0/lCKSIokUM+pyU6eFSGbnSAcDWGECfRlisRPEPpsSqRImcJ1O5drlImtyLcEVw3HQmlrDc3ru2j26jAs9Sb4oAvLJYvgRyFmFCMwLViVsrDLrXIJbrUqBOES8/80kSq002xjbW9PuhvpcozlyT7q5ZpqVvECrQoZCXWqpx1NB8LLTJczYXwTQiHHUSX/qeB1zH/IsAkpmyIjAT6Wno+1tV4xkLVqij0VyLo4VnIu9Jq2g97mllDcWOAx7+SNny/m4kFn0xma7abM0gR+KFUwkYogdgQTJINIzRSpD1bLNKzTs7F45k67I+GAlb7OyGOqVIGdJ7dcwr37DwUOshiSbUXwYGeHmKccRTUsxilGqPrpMnKiaZjOZxiPx9ICns7mRTGUSiR5bgmspxB+K0oW/GaMoFVGZKshsEzTUS6zaWHh/sN9NGtl9JpVLJMcB8Mp4MfI7t9HKVfOgbh1p1pDwmrfdmE1CIkZqOztoL27eblGefVrnxf4hEJVdrmEWpcehEm+AsJTYR2zG0MvQ/YecUnCLJ4MjenFyIMIXTEnpXZknsOpN1Dd2UFvdxumpSEm5FGuyoWV/CrnCCyxzwBGqaZAWpnFpqEGWA5OkXiRmkMuqFWStzF0s9r2w0LMVcd0MhH4Z29vRzGqV7qMv8XxVJtUQSC8QY0ibA/PzzEcDuU1aQ/Dsz5qpN7Zthgsq3f+GMPj07yAKiIkXRCTVO075omUXmEu2u50JA2w7bKcPw1eeKSGgRs3ruP8fIjReILZfC7GWa2U4ZZd6cWvZAWzzJAHV0yVBR8jSpZJ7srcfDodY7GYo+o6ghMLN5IttzRDFTocFlNehFl/gbe0DAclA+tb69AMEk2mkk4spwsk7brAa+OAHryK87QM26xArzdh5gnmcQi7VEfjRgU2W7FuGY1eDw71qC7TKBu72zJ2QFKvVTLh2IWRyQPJkQUWJ4oAK9UnOzBs2AcJ8jARVY0Sldb4A+yCkGARZmjubChDF2Uyzl2XUV6rCeZFAm7iz5B5S9VClNnwTEYXOBsTzcbwZwupRsnYoUGqEYRYFCBCfnB8kCzpKMR8Osfm5pZQsLww4IzfymJWrvFinuapDtsFn0z+ztDbW+uhUi7j8OAASTnCwvcE6hFPZplYcial5BQP4lMZQqGm0RPahJgMNOs1TJdL2UR7Nj7D9voGWo0OapxiZL+fXR16+SyXPLVRbyKh2EDMgoHcAXozpkvFDFDRGlvJ1KguV4LB0T5Gw75oZTJXnC8D2KTAFX1dRehRowxksTdz4AqhorUG9nZ2FTZsAO16RUgYzI+JbW5WKghIxGBrVXJ8zvKTm+jATNmdm4F3NV9MMD3vi8esffZPXJ5RLhesQHURLa1XXXmDSRpLFVg0D4veNmXpVJM+LdvSXuIbJiGURE/yKXVWGSQ0DM9Q3dxEq9FGpV6VISvDqclsODs3kkNJC3PK8laIEzRMKlywwzM/PUTMWRvq2ZDbJ5N2Sh2YxF1/GSDjvI2uYzGbSalKjxR4c0WivVDGfTqQIC0y3iBRDotV/imsH1XtqlEwRUjYbLfhsoPUJ2i8RNktF16Q3joRL7YSRl214Wik/DxBbxoRIwJbjt1WHTutGh49eYwnj4H1zU20Oy1hFTEXpVIdH5g589rJEs1WU80yFex8Yrd8TYdKbbatukMs7KYUqVKeW8k+aNjdWMf+aR/+3IejleCyM8WpDz7QUsgnMvbQ63ZQqZRlfITXlBU7H6T1bgMlU5PX1ywdYbBApFUE1nLsDC0jgjOdw05z1GptBIMTDJ/0sfRT3PgQtvahjTKimwdZJJ6MIRD5Z3LOToXwCVmAEOXXGDIAV8+QOyYs0eRW1DQ1RluM0nL8lKyW/SdCwN2+pTR6pJihocSKh0jPw5vMfrfheTBLtgx75foS3nQmfEYaJKtsUZHlGAFFSB1Lqn7O4tDgWICUKzUBkimap1jjQEhSCRVpA7YBA4SeLwbJc+TvZsHG4ozDbk9JFsooObXpkKSgZXh0dIq4WlOTiZxpoTEX75f6Q/QmypOTzmaKtxSNyiTGrZ0tfPbl59E/OsbR4wP5fU0twzJcYkLwq1xGqVKFVSqj3mrAMJkrJ0pvicWgXFtFruW5h4mPJI0kVD94/x00SzqubXZxOBihVa/hSm9Nct7z06GQWSZIMElyODxXwnaWiWi9i8TQcHh8jHqFKh6utDv9MMXB8QjNhovrV7fRqFUEAz7jHJOjo2340E4PEQ6GCKivGR5gPl/CF+7DJVPX6o0WGnUHJYviVqTH0zMlcBxSqQiusqNgoOIqxVoj8bC8IO0W/5NkX4lZkWfO9iI/ePEydldEjVJ9P4sY7/FD5J11mJUa/NMTeGd91Pf2ROvRn44V5EOmighyFvPUxViDXakgmS4UiZZtEKqEVariwfh34pinBwc4Pz4VA7NtXRQpmDOy2mZ1K8IdrORjakEqb0gpbX5OWo8CxWQYLpfwR2M4lZZ4LBYbMujGa0LPKV0eNRLBB4iYKIsiytG8fG0Xd55/DrFH5Y4U3/DKpyQa3Lh5HZVqFUcPH+Ph3buIXBeHCx+N7pp4SUJQOvkeVGASMk4mD5j0zck98H3EaYTZYgHHrKHlutho1OE9Oocz2cfaaI5Qs3GehCDQ1iLJmQ+AaWLZqsJ96Ta2r+8KShBNRtIJm0wW4uUJTwVnIQ6P+rh2ZQe3b13BrlAVAxgE8Pngc8R56mM0DzFnC40R4rL5lFcq7BRoQoGPyA9iDigiBKy82WSh9rliT1OLkJsbKNYv3LsPzN08PYQ4QXmRMpk+ap5YOjO84E4ZhpZi8N776Fy/KlOOs+MDVDe3kMU+Fv1+QTV7Vj1WeSK7WsaSuSbnUsRTMp1hj9cR7zubTkUPp1UuS5eBs0HCw+S4w3yOBaXzPHav+PBxAnGJ8WyB8/FEbUUgn5TVPEOawEspOqUSNsjvrFaEQMyWIMkhDL/iFZmykK0ex5Iv0lu6rovd3V3BL6fnIzx5fCC0ulq9jkH/DLucb6e8YRSKeu44PoW38CSHrVWrcFkwUq136cl8+GQ6Ud0dP0DNtbHRbUknbck0Jgox7o+wN4/Ek14XaT4boyzBdc5VWRZmcYoJyR+Uajk8huE6uPbS81i7uoNKsMBJ/xxPzscYLTyhuTE3f/T4AP3+QJjv25tt1GoOUtNGalmIzUgY89SzF5n3yxZN/cp/+SI63ZpUmTbVGkplkcuzyWKxLTg6iQhqVpjyyzkFVjmj8gyJVx1PuWKKXql2rghKToPU1Iw1FRVI4jCdQHBGp1KDufThTyfIwjlC8h2Lylg2aBSz2FbZRRLE8KZzAZaZE/Kmy1w1b3ijLtgZvVS31UAuWj8BZpM5/EJNgvtoHp/0MZgtsSSZIeBogCmirOxBk/BKb8mfpfpHt9nEeLmEORyjo2nCwmHIZi+deCaxR+anoj4mShoU/DWEMEwVDOaGxEwZIoPFQrzuXQLzkzE+88pn0WALN04khJd0E7P5Aj7pZrMZFouxkCeo5dlttzA8H4jHpPHXq2Uc94eCNdZrZaRTXzDDURKhZ1vY1E0MyW1tNWBCR3k8RdOPoUcTODMfziIU2Z34M8+jtdNGNarACgP0y2UsswyzCUUe2GcPcHJ6BiMN0Ocam9lUClBp7ZL07JREepsP4aUa5eDoHIPjM1FoqNYraHYbaPQ60IKGAOa+YaDS6Uj7TehablnIBRyjFS3H36SYuzJScgSF9iXkC7YN6WGYR1LGzkRlcxvlRhWTt78iUn3sBM72Ty9GD2SMlOpZAi/VxQgnZ0Ms5gucnZ8XoLQtnScZDRWtohRrO1uCA4p8S2jBiTNMlz7uPXiM8WwpmppNcgfnHuqVOpqdNkp+qFpLlRriyRitxME0drCzt4fp4FjmhMq9LtbX1xBRSo/kE45PFBIuisHDc1BkWmGRUxPdYGpRxubmOtJlQylPkCfAjRxkAAG4PxgiMyy062pmnd5W2PLLCWwjwWLu4bgfoFOvCnA/9yIMZwvsbq1hMl/gwck5Nj3WxhZCZDjJEuxqBtZtGyHzXctGWi6jP52gwf67n8Hux7AmU8xnY8y/42tRpWYQMpjzhSxR2FrvIGChGZEo7AkxWhfRBYXIMNIsGT3LjmJlLf3LNUp6L07vUYTAX4bI7BiVnRr0Goe4lPJuajhYBETwA1HJFddd/PxqFwxzFPa8HbciOF6pXkW315GhMPk+3oyM1K0cOTs/9ZaIDFDf2y5XMTt4gnAZwHJKqrUWszthyByPN59jfHKK4dmZGpnNMiznC1RLrgDp9JzEKmlgDLEqd7Xkg/i2TvDXMHBlfQ1X7jyH2sYGjk/6OD3po1WuoTUaIRqdY7Eco+Ro6DZqOA51uHmEarMGo9NGXmJBUEIcc75GUeOEWV4MkgmGy/1DQrtb6SVp6J+d4+DwBL1qnZWGRKBap4nR+RCvvv8QaakssBnpdJ7voVqrS96Ic2KlGTrVEuZLH6PZVJjozPOGg4EUP4xkFKGq5iYMst0pxJpE6Lpl1CjBs1zAbzZhpixGMkw5F0QBBeKzJRNWp3ohMEAsWApWzgwNQ1huVc6p0yzLg6zV67DzCEumHJR6Yc/bCxH5oeTjl2qUEWED20G6toHeteu4em0Ha72GCNMTruDJrjYdGEkZRlqSCUCV2z47saGJBLXMRhdjBBQxEKyLP08CBg2TYb/E4a4SRv0+zG5PXO340UNkHPaXdScajJIDt1HH+cExBvv7CD0P1XIFJccRELverksOyH/HCRlBVfQ21gWUVlaidHzI5tnTDcExXZcCV03RGOptb+HmfIF0Mkf8xIDeqgib3ciYb3rY0SqoU9rZNnGq5dJLViO0CrxW4xSKgb5amSdkaSEoqylIzgS99da7qFcr2Lixp0ZekwTz5RK/8f5D7M99fOr551U04GCeaeDw6FiAd15RthfnnM0ppG5Y+B2cDDA+H6JdIfGjjI1WFfaSOXyC8TLEYZ4Jl/PTtoOtXMdiOkEQemjKYFyORNeQVmyY1zdgXd1Brd1CvlyIGp5cd9PCeDZDRrnq5UK8PBshYH3gTYF6BLvO/rQH/3yOzHBgktp3mUY5o+BpmsCbeqhmJVS6XVgltTKDF5kqaCuRey4JMlLKTBfCUIVUwtM9NYoRQANNpKBgVV5IDxPjCz15Pd2hcsUSWrksQLx3cizD/Rm7QTTKNMdscIbFO+9jPpzgfDgS8y+7cyHLlssVXL91Xbwle9ecWqw0OoqCVmiiK2CcnEkNjXZL5bNqdE3NEmUZylqKiT/BPF7I6HCjXkFZ19EwOfZrC82Mhh+dDCQXFgyU+eOqSqfXLuZ1VDgvRkDYWpzPEQ4GeH6NkjGbqLWbMns+OB3gS+89wCTOBahXSiFKKaPeqIs+EdOD6ZizNQTuTVQrNqaLEE6jo7ZtLOeIODZM/mnJwTxawuiUsNAjbFgV6eR8ZbpAz7SxZpnY1wxMkKNKBjsVTFoVxL22IB4s1qIl59oVNYnXjoQTDiDwvZwPx6jqFrRaC2ZzA3aTYmGAOTwQifEYNjSndrlG6cl1zmEmMYaDfbz9qoeKa0lXQAlTFYq+4vHYzYkwOzyX3EqFbe5zfGqTqzkyyo+4tepT/JLzyMupqFuwmEo51hCFIlglE4TsNY+nmE9n0rUhW/p8REa8h8PzCWZBKNqNBO+3ey0s/Ag3ru1hbXMT49EUM6qZVV10evS8xfonAss0VHlYFKQk/E3JN0NZuMRlU91re+LlDcZcaecpwD2iSP0iRrnkClGW4ZmvsWp5qnxSvTzzSPIZmefy/Zy8exfzB/syUnH69vtYe+mWqAf/ylt3cR5l6HW78oDSpFmwEWpiA2A4nGC2IKE6lAe5Qjir5Ahua7slEUyNXFuKqb3NjqQlb773CA/PJ2g2K6hVyhgRoViYsmJmztyVJBVZNEopEgsae++tlhQqvFkr8rKKiIDNBkkSST+eGCYxXoMypmx0SCGbIs7pACg/WEFtbe1yjbJKoUyycqgc689xdhBgYin1NDUey9CxkpmG7J6JRksRHFCqZBRzWt1GlV/J/j+SD1iVCZjN3qShKnvHFTra7NH7GD18KGGZGOTwfCw3glUwjW9zk1N8Kc6HM1HdIN1/ndLLnEgcD/HeG3cRzpb4mm/5Buy22yJcP+z35T3x5qrc7hmtm0J7h5U8cyA+cNK+ouKGbFPgIFvxporW42IZSarS1AzMBsNCB5y54wdpHnnxfoNwinw6FbhqwbmbThOzwz6sMML5f3kDc0NHRMlszrJDkxyVp1GhFqiov0HR7woPXDJNKX5YRriWhtQbYZlkGIxmiMdzlFwLW+0G1lt1nIzm8jq9Vg3bax1M2lPcOzyDNgpR15TOes2xUevUUenUoJe4xuqDy69W8/ssHiulskQeAvm8dMLOktETtcqE18CpN7G2tYPN9iV7Sk4wUgM8JoWfY6NMZKnKVehM8qKxw1GcucyRZCHDH4SY21rvIJvPpb1YNEYUnCMzMuxuKNYQ9YWsiiuz2t7pY5zffReLyUJuBin+mu0KxVDLY4RxJITSJlt0SYJ2K8J0MsN6p4HNG9dxfO8+7MkSy6M+vLNzrN+4hq2dLbQJnYzGODs5UmMBvPlCXi3U4S7WJKsqUtRdCwEvyQtXrBxu3fJDRFxh124JA8cmFBKrme+VUtkqKohRskNFNOPsHDUqbbz+nhSQlOkjw8aplDGfLETprFbLsWAqxPXSmqaUPASZUH1uemTyBYizxtxHyZV4pL2ZmYRs7tVhekGC79HhQAQEuvWqGOf2ZhfjyUyWK/hkByGXlMRxbTTX62jsdlBu1Yop2ZyDABdGKWwxTqPSKBt11GoleCLMxdV7KbRM6RMxjeG5dbfWcHWtAowGl2uUlIOmLg5pa0KdIgngGX3z1S5ERc/i6G2GWIbZgRLF5msVzCYTMWL5fgHIHZQadam8xSDZr52NsDh8KL3r9pWrcNsdDE/OZXWeWaqgZLtYcp6GY6e9LsLFEr2dDTTXOvK0Uph+/+Fjoeq/9Mqn4D04gLbeQqfdgGOplih3J5LGRVobeYdhtETmqc4IK1zyPdVaOT7uomakNjfQyKSGUYbLB3OZpGhwcJ8hzE0EayQJYhWu1XpktTNIdDalR02Wui+akcxbyQ89IjWtXMZWvSodrhplZWZzWRuiE50wTek4qU1puRgnSSslh1OGESrkZJocbHPgUofToGBBKGMp7Z11BI/3YQ4nQhTmbNDgfIK3332E0WSB86UPN9fg5tRm8jAdaNh1bXQdF1tkx0sIXOkfsZ2pC8dSxl04h1QqgVt9koxDhLLGoIiEGeq2jioLVw7IyXKsSzRK5go5tReJq3HUlVCMhOUVK0VpFgoLRnq0HMyaYdbP4M/mCNfWsf3ZV+SmsQddabdQ6XVRWVuHbhsIzo+QeFMsDh5jcnAI3a3CrrXQvfMyJsMxTh8+QbW9JjriijNooLG2jqjq43D/iVTVJZIHRKYlxuDNN0VUieMbvU9fQ29nCxrlovMEs9NzEQy1yibWWjVYjoHpYAqPYlwrkF8MsFBLoGxZ4SElJabMCsdx4xT1TltarPxGFgMVdpNoUKKKpqpwyVwl71Yog5LXy8DFIocVC21bR8s0sUnQPYgEIHeNBDMDGFUctOnBqOgh48PqgRCxezK/O1cwGQ2RemeynaxarUk6xMq/02rCbXSwc+UqBqMJ/P4Q+sJHf8jNZ2rR1G69LuuRuQiUki4kcYf9KRZeiBdLLprEZlf6dysVE1k1zRyNS2ABX1fLFHKjrPJ0RhwujmUDIXUwowjZsoRy65JJvtynkgQhEieUzbEyXsmTzEgGWEnckdZWQWdzC5vrFUyjMU60U8EHTx88EDLu2t4Wqt0ODNeGNxni/PCxqEVsP/8SKq01LA+eoNFbExhl/PA94Opz2H75k/LaVMVgX933fKR6hP7xqYws9La2pf0mMi25juramlDlXFvDzp0raO9sCjbKTt9yNENIJKFoeZIps5gqKT/xPkUIF611CdMkiaw2pql2JhcasZtea7fFq15cTMeS3jlfc5Vnr5oEK+FX2fjKD00XvaBpnsHd6MI+nSCkap1P8YRMCgezWYe7syURSlb8CX9TsY5o4MQqmX4QSJ/PXKTzoXhv9sOJBpBe1mo1UW+14d+4IROl/uBcKvjbz91GSvxwtkCXvytL0NINVISUocGJc5iLJbx+H9nOphQrMq9eEGuUNLaC0lggeTkFszJkJI0W38fzDZ0qnE4uSJ/iyl2mUXLHDClownCxRGecFbdSSlNcRyrc0qlMJ+fwZ31Eg7ks/2RemUYR/MEpRrMxvHffFWEnwjtpu4mU4UY3sXfzmuB3dsOWTbDcKHb69mto7uwKM308OFMDU4RgogjHBwcyc8Mbo6SdmV4A5U5P0oSG9KGbmJ/NkWZztdCSRUyxHF2pnxUThRKqC52ji+XsisomYI6oPpDZncl5E6a52BzAQ7BHXhfOVEcFyFyEbqYM/Lxop6u8jDeUfXUq7JyfDeFM+T6qMnKw9ANM8gzlbl06ITRmdtIUPUDNdfMGUwOdxR698dbOFcwmdbzz1ldg5pHwCTa2r8Ktd7EYT5A7DpxeD8b5VGhxtYoLS15LkzzTQSidHKZdohvFtqBjIecs+TO76tV2uSJVyw2kmonUqEr3iZFBtUsKOp1podkooZFxtfhSyCqXapRClxTyRAVu2RYVNA7Lq6KFC+RDxPM5/OUCQt8jM3zKXjKH4jOpZFk9y3bXWO3YoasX9do4xsG9+xLWt27dRNQ/EB3J3HTh1MoYHR1Kx0ZUJxwbm1euYDKcYDyZ4OSkj8V8id46GdIcJaCB64gdR7bsUrFWjLCQO15tnSgs6WJQ7OnTVwzbqy8r0q8A32rLGO3qaTn3zM9zhsVS6+dYjaZ5oki3IvFHnqGSASSFSxoGQvdLcHVzXXLcpDYXNrndbcMbnGE8nUlRaVNzsuIK+C/rmQU7ZSpBw6GAFbWWSAaO0Flfg/WwjqP37qOz6WDnOW6oNXE+GEixGTmupE+VJMf0nUeoT7gZLcOCsjPtsuxhXyejnQ2JsoNSswKjUlUcVeayfG+i5sHRFBonF17Z0NkkWTUjLi4j54xIqzMBs4b2lU041cYlG6X0w9SOPXL1vKlSkngqTKVmqoXXyDxK6P8FTV/o+oXk8GpBuWzkWnklTQSp6rvXkExOMXnyBFp9HZsvfArlZh39L/0CDt+7h9R04M08YcE01jeRu2WBVtjLzgnic6dLyZa9PezFDidjwTK5KInCp2oG++m1U1JCxYrlgmGutqkUINFKmGv19cJQnzXplXkqHUzjQn2CU4Or0E1Px1YfCw/mw+xrM4yXbBMdirZqGgLTxPr1K1jb3oH/618WHmpaKsn51us16dTwEE1L2QKsSdhmHlu3WphPJzLTvbG2hvDRIdbrTUzGU1RLJUxmS3TX15FGqbCGYip13N2XBfbDPMG6Q0W1JrRGWfTsW82qTIsuy3V01zex8GMM8gwlej+3rEak2fMOE/GQonXPXT9FxFSCYZowsNqtGqol5tFkkkWXa5Qi4LQix6ahGIfAPcVdVlo6q0EmJYoqcLTkQMUMVtE/far9XfxbN7F54xYq2hyPX30VZwvg0698Jyrrm9CSQFQr2F89OxsWirhqTGBKrI4bYnVgNBzCdW1Evo5gsURncxO268CfUqUsxOadOyLNUizTfTq3WDSZVIhWDPGn8oVFgk8O6DOG/NQ4n/2HdNLlBpHoQU2i1XAFQW+G81jEeKgCrAi6hNDIX2xEEaZzD5kXwJtMRJecE4Z8yGYmc8eqon9RKIsYoEAtfADdYqeQKVOX08kYLtVHLAONeh3jKMZwPMMyikSLsr69A4+r/1gRNMrIJykcpoCmjr0be9i4cwNf+NVXcWyZeOlTLwmFcDafIIh8ZL01bO5uo7oOVNJYZFkozzIPmNIkcn4q81G2oOeG2sJ2OsKE/NmSgcBb4tonv/0SjVJwOa7XYAGg4AAWOHITV3tiVvsVRYGMJ1sYpIwYKG0b8S7FEiQRn+dIR6WJja0mxvfextvv72Nk1tF+vI/n13vQKabEm8BND9VIBvLpbcZnA5F45nIpU3OEMcO9MmQFdbptlAzOrVEGT4eWLBAMz7B++wX4k6kQVp+u2CvULJ51hIXoljyA8v6ekRb+LS8Ov0+9jiz6ZJOh2PsjfFN2xAQ1UBrmotgrorGEznKE0yWymYfJ40OM+gMRwM/mnPOpSEh3HOaiCtDn6ARPjYZPhnrx7EghVas3sJjPJZTya7VyCefDofLOWYZmu43yck2Iw4T2Wo4t8zhpoyrhf3R8ilu3r+FoOMKChI1mB6WqK61VM5xhfm5j68UXRYyCLC2eD+eglvM5ZtOJmpQU6UeVd2oaR4T7mC0jNDbXkGeXLEagnAtXaSjqPRN6Yb4oVKjILdWF4yIltZVKeR/VJFFeUcieAhk8bYq0NtaQTc/w8P0n8DVTuINf/OIXYdUquH59SxYm0clYHGcIAoz2T+CHCcrNphKwKmhpEtLqDWzeuo5k2Mf5cV86SZ1mA+Nf/Dzi4QTrr7wiI74hZ13OzzE5HUg1z1yZIVJwyyxDrdtBlXPoVE57Ju+8CNmrpfbPjJupdTo0CCrFkQ+g+ugcj6VB8htYLDHkhn5ffR/nPk1dHiZun40DagNBRnbzWgV6i10npQfPro3HWaByRVXjIgLMB0gZJ6tqtjrZUuT13lhfx8npqSxpIqDPXLTZ6uB+dh9hFsPd6MCfL7FxdQexY0rf/dbnPofu3fs4PDjEmpBgOA3pYqdcEgxz/M5X0Hv5M7BcA95yLtIyhOaa6xtIQh/edCTkjpBTqbw8JnWWQhlWEzL1hzg+rLjqajRMPshBjD0PMcPn0kPC2ealL+OxzDOYS9JxMK9UhlqshVuFbvGkRf5GqeeSgZMnT2QZJZ9wGi1HWP+//+kXcO+d9xV4KzdVR6XWQq/XFeLDIqCaLuEJXaj8XuCj0mrK5gfCV8zbZPyCbHQhmfJBYqiBfB+pYQ5nzTnwf3qCcrBE1zGxs96VkQNVjD0tsi8+LmbF1ZV51omqJU0KhxQvWcwNrZ5Iof9xUnC5EDkXngvzT1bTKT1QrwUGWErRkCtVrVbld9H4+PDQuAQLFi9J3qUijVw4Dw790+iDUNIGYp8yasux4ziRZaQ7W5ti9KGtY2oA/fkCpe4aKutbIhNz8/k7KHO+3LSwe/UaSiXVUSpRvGA6Qv+t10XdIwsmePjqr+LtL/4qHrzxOgb7hwKtcRqTvXjqOImXDgMcPjnFYHTJntLjLhrOBhcbxKSSFcjjIim7KAjE0imExOyWhdFqPLaQm75Y1yEeU0M4HeHsfI65RgaMgw0rwDhI4U1G+MX/9Au4udHCJilbJKJaFta3twWKOBnOFBO8XEGjTZWKCNc++QnJQ8ngJpt7PhohdWyUb96E1e6gvbWOxF9iMZ7DaHaw+ak21q5eQTw4V50Kt4TUKiEl/lgIgq66M8/c+cIcn8b8VVFDrzAZDtWiJctSnqzItVWBl2I+mQp0wgdQMzLoFVfyx2zpIWR6kiY4dktoNdsyTrHaqUPRA2X4CrmgGAFTFMNMhJElpkkWe7ksXSVW+VtCRBnLVgvHD2S56Mb6BqbjIeKzMTbjBKODYzxmwWVCFkhVKxVpUx48eoj2xibWbjyHbNhHFJzInfdO9nGYA7uf+Qya3XPce3SKfDwteuKkClBgq4JquSEKdSWOzaQGHHaHLtMo93VLeH5c/i7LH2W4imOiT9N9GbnkXA6rszzDNQ5vhXO85anl5VIo5ath8WKhEXT0+yNR2UhNHT5zJQa15UQuPBd6Hpyew+g2JdezHEWiJQQE08T5aCpqYMTz2lu7aHWaGL/5qkhGOXYJIXmVlBjZ6iAlWZ0FmOuiQU3KMIHHLbK+A79aFekS3VFCrIWg38rmLgq1Z6bBi7mi4i0lCaajIY6f7GPOG7u2rUZsSeqQGSAVIejZBoM+aoRLpBGXyez0xAsx9hZYnnrIS47MeO+S01kIUlGjiNOWAr2QM8BiyDQLxTQaoOKjCvzkloQ0ogS7gCtXdnE+VsZO5eEqN81WXJyTszldiFc7eLwPt2ShYpeQ2CbCOIQ3X+L+66/D+PSn0Oy1BdpLZgvhLywOn+Cs3UOdFMbjkXR2ZL0fH0xomIZswSboEB8tl1C1XXS3di7XKJfcOSPFCvE4FxWq6QpCr3IlFa64IlmTfdiUh66W1cZUh/oDhSKDeEh5pp8uaA80G2VTwzpxEENHQC4muwacMuTQPHK89uREmENlYy7jrlWOOVgOOp22MLDT5RSbGy/CO7iP+WyB3u07iGcT1M0uQhjoHx2g0mgizZW6GeIQpmOi7rRQJez08CG+8utvosxNCFxUVK4oT1hASKLWUZBPVoWd7CWIQpwd7EvhxTl4kioIwzTaTeEyCthcGDXf+RkbCJMR3E4L84Cjp75I3PgCFaVYSzUMoxS6YIVuIVqVCibL+R6KCciYbkESpnHKAqg4lr63sdLyjCnoSqXhTCQOmddSAJUQmVOvol5v4oy4Z5qjkmTomjb6gzOBfW7duoZuuy3DYZG/xOzgEfJpTbZL6N0N5PMlEs/H8NEDtPc2FPf0QsD+6ZAgtZ60EhVRXJghse1L7n3LdmFiZzQ6k7w+5U1Y2IiRsTugK7YQBfDpOZ6uPSsoMisoiMapNO9ETdasNGGUDSANUcoTUQhz13PZWT2czjFYRpgzmQ+5EIAaiXzjUzQ4D835FlPD9vaGiBYMJin2Xvl6gVyC8RmWw3PU6y1htNNQLYYQehZZmhQJKURET/k+ag2cBwGmjx5he30drU5BCJauTgFbSltcjdfOhhzummBy2sfy6Ai7n7ijNIE0UxQy4gVVdxW2K2tL5nMZ7BLNnzwV3mOil3Dm+Tgcz9BaRqikOQLbQLvVFs/HgmUymchwFm82e+CElEhZFMxY2O1K7k8iFe8Rc1hZ8EmMlAJhGdrtNpbLpZKvjjPJHblFggu3uJqkMfOwsA0MB0PRn+x0WwL4yxwRr3EeIpl7mPgJ9HpDvDN1QY/3T5FQqqe4nyurFJ4phRbiXFQy2Ni4gAwvyyjF2AoIh1u1ZPefGJkiCdA4qfctEJEMiz1t2anccQXBcBxAwS6rFh6Z6uwbcydOEIcYjs/w4N4jLDgLRHs3LGQUYCp4jATLebNsk94gR9WlAOoEey9+GtevXykW0POmpNCiAN7xY3TWO0Kn8ydj8Rhc+UugnfM9SRKhfz5GQsJJSY12nE5GQlJtNJqwpMWniSEyeeeYLh9Ssm9ufN3nUG53cfQbX0A0GaKyvYPz4RSLgIQELj5lB0SD5y0wOh/I6IBhWOAK9C8/OMKTwUj24/BBdTMSHHQ+eyhXqoJB8vvPzgciuLrW7Uo0YjhXIxdUcLNEk6jeaIpMIb9Gr5lz1Urh5tkFozgDd32TI0DScLfTk/56xOKL7zMC2gsPJ1mEurODTt3F0KOOZSSpF0eJG8KZDHE2mwvcRUphVDGQVxhVVlIxK9tk/syNfLkA9isxiks1SsHilG5uoamtYAoZGJPqWl0kWTlc7BxUxlzUqRdgeaEHxKBWLJhUq5WLcG7aQoviTePn6ZEJrqvwR09hIuNuQAr6c4zXdZBrnMgrodruijqF9F5JrvAWws+1jFSkQ9g1gk2lNxtmWXVLaOikik2XFHku5mjo3ZyqLBAgVLPgmIUMUbmoc6VzQ7XieHOTVJe1KruvfC0OfvE/Yrn00dzZw+L+YzXSwe+JYoyHQyxmU+kHlx0HYz/A+4cDJMVQGQesyNcuMbFhHkqPG0Q4OT5G/2yIXm9NCiMVqhOFs3L3jeNI54Y4pKikyXAfPTmVhRPpubNip/7kRnddNCo5buGNx8JVCLIMFT1H3dBwZaONa9e3ZXanRVnq1hp8OoEsgl1tSNSxdKVpL120gjVF8ouyjdVKp2dWbkgjUN28S1fIkAtXVM2UwRNFZGSyeo3imoQbREuGW2HzGOWCdf103lsss+AjruTrCDqrBJ3GvdqGSq9KNYtaqyThjzdhsvCl/0pp55RFvaNoYhWOCHBhU8mVXnwaBjArxVAWRQtOD2WbVvT4EONQQ/ell8XQZD+4gPqZCExxflseNhofwy3X4MUpbr50C92bgCFhnjKIjmyvoKyMPIhy4bkaz8f9/SPUdmxs9lSUYOjjeQy5hPT4BG/df4Rao4XbVzo4OesXjQT+uIZWrYpWksH2I5STVABpima9cfcumvUmmvW6uAFZb5Kwr65uMM+JwloU4mfuKDdVdgKpcM7qnRGDHpbVOqltfYFu1Eo9j+pshVIb1y9ff+k2xlT+HZxLn9yoNqGHgFly4FNUwV9KdW3RAxrCnFRhlGQVYcIrp8AHgpeHczxSJBYklEs1SrkGBTt8uQhwvlxKnsYZGc5p8IYm5CjaNqo8eYtGVnAQL4rWFcVt5eBV32Ol68PX4GSeR9VXzgzPSPlXnjchI52VnMv9gAVYLuRTpRdertVhpCEWZws0KjWVU3ke9ME54vEE/nAK9+ZL8EdDmfmpcksCpZfzVIQI6OGEaSSFCfFFhs5AFN24U1nkWDi6QNka2UChdsesFju9/cVfg1+q4TOf+zqccYEpHyDHwfB8iEePHuI33nkXVqmG529cR7NWxcHpSVFF6+h1uvj6F1+E+eY7sj66SirYcIT9xQSH5yNc272ihr9YTFJ5wuPSgKKolN66IZONSiGE8+YOkjlFvNT1psYlD6rOkf7HTphCE8hwUa/DhoE/mSM7HqDz4g0kG5uIFh6MNFIYMDWkSFOTZVZKu9IsagiBB2XhfMFxYJdIRBfUQ7Rym6sH6dKMkl5MX+2c4apfMpwJptolYblwaxWHg7pkeCeeNN95Uk/ZXc9gekX+IWA6pVfiBCG4x4b55BDDcShTccHcR0p2MQ8SZDkaQLIrqzrK4XFehXQxx0Fvo4fxk0dwmx2lfzM4wuKtdxBPOAbKDRExtq7eRGZomB0fIj44QH1rUwRe+WhQddcLUoGmVo8LPRJ5icw/rUg2g6obTc8upAhdOj4UtZ9MZnjlO36fhFj2hdmKo8TzwZPHeOu9u2h2evjGz35a1HNlRt0LxHNc3buCb3jlFbRNHf2335XqnQP/x0+e4P3ZWK5vlSwcygKmCSqUwqaX4j6bwhjoCEbDsShQECjnNWKEIfgvukYalwNE0jdXM0k0mhwOo0XFReyFCPMccy/A9D1q27eg12uorW3CTRPM+n1MzqY4Oh2gZZvoNblglYZZBOQiNaNUjfgKMT5u6OWiAEPGV/g52V95mUbpw0KJuuVF+Jj4KWK3hHq9AiOEMJXJieREnS0wB5NCyikrOEX4dxd974tdtWozbTDBk0d9eKGau0kyCxtrdUznc1kFLEAxxw9iH/MwQ6NcQt1WrTRildVWA3o0R38yxwvX76iOR6WKyosvIJ6MMP+NLwnGR/mX2tXrsOsteGcnWAwHSkMoTLDWbYoU9UwGsrjQiZ7bEIa5kYTw5xPY5RqMbDUqQZEB5XHGp0d48Ru+Fb3NHUxP9xUpNwcev/MQx0eHuPP8HTx/+xYqtqWEpxLVdvzsyy/jc5/+NGqswqdjaDT8nBEnRTgaQU+5P8gUQ1Iz65TkS6V4oo6PFBNc9ulQS32J6DQVL5lJ+qFyOebeIqxaSNswv2T6oiYqLTglF3GewQtTjMMINW6GuLeP8q09BNROavfQ3NxGrh8jPzjGROQAOSxGLSK1s0g4nvSKlGNMVVHDe8YHlCmVnirG+ocsvj+8UToktSLHiDCHjGcT9qWsvlqRLHMheirJPNt6JcuVZZcqES46PUXH56mALo2SWjsJptMJ5hRYld+WIMlactEWC7K4FfWeFpCkagEAtxTwwlAIoFEyMDw9wfrubZSpzUMPxrGDeg1pzAG3RNqiS4LWO3tCv6rvXEW8GGHw6H2RECSrqVGxUTWZNiyE+sb9NFyvIqyopYeqZklFzh6uFHTcZDZboLl5BfXuBqLFVIgonP852n8k05QvvviiiKwSBpqNJxiNJihVq3jl05/C9tZusW2MKcRIAHJHy+HJ0ixNtH7m9DbUJ6fWUKWC/mlfSBpKWlrRAmXmu1oRj/zcc8/JIii+J+aNzCVlaalpiboJwzy/l6uebWojzWdo7Gxi8eAA1TTDOef69wfChtfKNuInjxCcHKN+6xZe+dZvwOTgCMGECiGkASrijaxFMXR5PWkJ8JyLtYJcOirLUS0HrszPXKJREtMjeHsehAIsu3TfeY5us42X7uwh8pQy2f5ohkHAqbwqLIveU008UpFNzmk118N8iKwXUvipxEsGuDCRGO4TjMZT9MhKTzIJCzJzblDAv4RarYpOjWmDgZSi88s5cr2EnZs3i6lEalTGaqaIOCPF+OceTt56B+2bt2HyptoUI+XWhiWOjs9ETY4PG3vKDId+kMItciA6ZOpyng7uot1uYHN7U5YDsL9c7m5JOI68KWJ/ISMHi/M+vMUC1557XvC5+WSCg8Mj2UR75fp1wQzXq3Xp6NCJcfva4PhYroHGRgWAE2RY1025xiK632xKyCd6wfcv04wr1Q1oaLXbah3LYCCMchYx4sG0TM7TrFDLUklf8/1xtUp1vYuTh4+x/WJPvj/aPxXH0D/qo3LSQeX6DoLZErPhPs7ffg/dr/86NLptjhYgZ7FVRD6SWKBTL0hdUxkFUSRVcUAl00LVKsHlHP1lGqWMAogwqSbLidhOXEYe/CjC1fWXcWutKUpl56KGoOSei3kpIbEK1+aiiVy0SaiTTs2hTPWZ1USkeiPBco4zriFmCCDjpqD/u44r+wn584m/kFwlSQxs37op2wrkN4gmpS/7vTVqDpH5EyaYvv0eGtffwtYLN2EKkz0S6hUrbSEiS485RmaUZELPpK4PqCrm4cn+IYaTJXprLfES1WYH7tq2DF/5Z4fyrrj6eXy0j+HpqYwjhP4C3mKCg4MTDGcBbt66jTsvPYcxRwNEcN9A6M3QP3gimu5s42WUcSmGyvp5hk9WOBLbFCkWz/NhO0QZeNueti55/9n92ex1hbRBwxNtTdmlqZYGuFQZYbG0oB48MVoHve1tnBpfxnwwxI3PfQpnyWtYHA2QTT0kr94FHh1jeHouq/R6G22UKDHsd4SvycUHGrtGBqvrXKnXIVRRrXiSaaCJy9mdBON4jjxaoHGpWkJJJlhYoueomGzPqcWRlO77la+8i9dtXbZ3MfG3C+F7YnTCGZSPIow/TSfF/cvS0IzczNVcUbGxgYssJfQqqhwTaHIJ+TstPUfNcAXTI1G23F7D3q2bakNsGsM/28fZ+++gVqN2eEk26MaJhrUrO5gfPsST1ENvb1f2Aa04oCsantQxuYZqvYFel52gBIPTPsazuZyUwUWfIo5qIzw7lSJIK5XkIXz42pdxtv9Y8SZZoeepdE1u3r6Jz/TWsHP9JgYnJzLY5c9GeHh0hKPDfTU6Ml4oRCGnUeaSfrR2d/DSN36DePvlYi6dnY2NTZWerFA1KTxJymAe3hNJvkkYSjqygoSygKgGV+JxBQzhGsofxqi2O9j9uq+Rz1utLna+7Ztw+Na7GM1mEhGdWYjMcXHrs5/Ei5+8DZtTp9yrKSJlJrQ058pVwUA1R+WPF/xpzijpHOfgdKmGMNeka4bLNEqlhc24S2q70nqUJUQ0Fu4MTHVpTzlCIaSiL9fHcQGoIYArBd7V0nk1dCRWZ9mosN1VSmGNZwg5GV9gWmpyjq2pi08Vq9w01WbMmfBzZsbF7q3nZFNFlkYIBvt441f+C06OBvj0yy+A+g7cOhaxY9LtYO9TdzA9P8OD19/A+t62bEpwDcjI7UrVnH1i0+d64k3RSqdOTqfTwvrGJlpM8hcjxEHBn+Qc+vAcD15/FRNZZ8IcyoDTaKHW7qDeXYNbb4oQ12IywdHBIQaDAU6O+zgbjbDZLMkO9eOQlWsOizfcdvDC7Rt4/rnbmMxnSMZjNYvOiMNdOxc95gJkjyM4mi3ShYPBuWCDjA6C8bLQoUovCxyLTQo1r0TDZG9664U7AvPNFwF6VNF4/jaOH+/LbHjdtfDCnRuouKaMNUSeJ79LckbyHExOTThwqCFEdWI5x4unRc6XGuyWUYFhVuHULlkhQ3reK7oa+X2rWRsxGILmlsgHr4gZlNpzaoZADlalBCPKRRY6Yx6o6yKXbG7uYf3WdWj5WPQTfVJNCoMlQMswseoICTuOW2RJiOVMccrcqo7W7k30yGpOAoyfvIejt74CfzQVYyG5NeSaDoYj7o3hjbId1NtNfPndJ+gHR9jtOOhVKYsSwuPMiYxX5KiZKapmIlN4t29chWuZ0DOu9JhJ641wc2VjC2GwxOnhARpbe9h87kU4ZDG5rshb05uKwnCu4fTxA/yf/8f/G/ceHoiaWpLl2F5vYb3XhBamODtfwuOS+qqLZo89dw2Pf/mXkYchrn/ua0VEgNxV5oOrZe98bT6YXBDF5gVHRgQu41Basb1MnJYsBuCfqgGwMmlZ78dFBYaB5cLDo/1D7G1vosztvey1kxTSaojixZKED4Y6wmEsskRmXBPpQ9csCzQnIzGSlimHpRtUxOuiXlqHXW3BumxCBl22LG0vMDzCJ4IzCoHORotsnelE9tkQjuDqEX2tJjupbcuFO1Ordi2XNH4aXAlGtYzAZ34VSRdFths4DqoVcvuIrcXCA0yfUSlzbUPUOkp2CZ31TWzeuAYtWuD8yT386hdfx+lwgW7FxYuf+QTaVoblw/fV8gDZlqCUG7iZbOYFmMwThEkVDVvH9eu7GJ72kYUR2hvraPTasIXRoMki9QUhdYoO6Nx0W0Z1cxtupyMrWOrrVxR5QlY/xwKyc4huMZvDm82w/+ghvvhrX8J79x/D4zbdNBGpmE1uX7BznI/nsm2t51QxYu6OBCU9R7ndwGwwktDMh0rQCqmM1KIAydm51mXBVmWCMtVGuByeuX8ciWjs7u4ecmLG3EMuP6fYVzoXchVpCxn3RDEe3BvgXhRju9PB2eGh5OEjrnlZa8HjVuFSScY+tNgUeqIV54iNChyzLGjBRYNLMGgK4ZbgNNZRbvNhsX5Td+8SjHI18bcCSRfS6VCYlJF6eHwYSDXGF7RsTSYOkwVgTuZwZnM0QmqZ6/JGuAAq9QMsFxFSt4pWt4q93W3M/Fh20FCFl0/+09kY1cyXLkIhW9Lq9LC2uwM9muLxvXfx6pv3cTL25WJUNnfRodRJ5CENY3Q7DfiDuTBk5CPNsL29ha1SWVIO2V1YK6PRXhNvT/4f25jctCDteOZHjiuFyWx/H6e/9qsiRchlTkz0mUdDtMItwQhZbBBM7w9HOBuPxegmC08Mkq1SKVbsEt4/PIex14XZ6KFrOVgcHsM7OIXZrCDNDMyPhxfcUxqZ7N9h8VCMVshcFAf+Q+5KTNGQATPg5GyAFmX9RiMZOmNEkQ23QoBRhijetFAVlnto2dja2sRrr39FQnujUhHC8vn5GOvrXWiWIzxRh8w4GX5TahqRFmLJc6AnliaxXjCjGNpJX3NgWIQLVzKQl2iUYpj8lVyn0WyiW6HGOVnGKtQKwk9pEuZ8ho6mE8IYTeGcj1A+mzH+S5+U15ihi0TQtNJB+U4Tvc0eDphjnY+UMRYXfCUPyIPhjK/Nm+FYNjZ6XWiph0fvP8Grb9zHaB7BMGxcv34Vn/rELSSLCVwyYdpNrH3uM6hYddTu3IG9uQdnz8I3vGwKaUNJFz5VErtY8sT5au43nI+ltbfk3InnyZZcUrRNioNmCYZ372E5mkpbNGZIpSeTNqspGOxWpYrtdgezKJIUxaLstpBPcllYMJqGKGkxhv3H0IsR5ZIXiZgXkYy04mCHHjGOUWs1L3jGUmyIbg/XPM+x9GOs99qy98YPQ3lYuhTSIhJQ4jyPEmhVCseqqKR6MVMtPny6pYlwAymA+/uHuLqzBQbbGQW72P0hiqEtEU2nIMed3jcNcgRmDl9nLaPm6YWcwbFbwnFinKouuPBsl2qUcr90lBub+D3f/Hvw6W1XttHKl1hFX4zNSvICI/VRP34f8bGDkmsjJe2HJADuTmSf1K1j95u+DXe+5ZN48vavinYktXm5rPJiyvqpSlRxEqoU2eh0UWlVcPfBA7z+xj0swwyVWg0vfeoTuHV9E37/AOXWBrzxCJWXvhbltR3RQFJ8vmcGvz/wxMlUl8hbUzAho6f3l/DGAwTTkSj3esMxFtwmdmVPgcKc3e6u4fH7DxCOpjL4RbgF3NBlZ7C4jLNsCyyz0eth6+o1/MqXv4Kjo1PZPrHRrCOtVVDSDGReJAhHxNA6XIiBPiKDXy/jk3QGaSobbwnY06JEN132g2c4GfSFnX9tb1tye9eyUQoSRAU0RIz06tUr6rpKL5rGQlCdEFNVpWbU3TQN7O1Rm2iM/vkQO5zjCbkBI1HLo1ptLKhiTGU1QVRyVJwKzHJDdiWtIpsqwMie4lIq+k8lkPvhTPL/klEWY7UGldK6aK3V5aQIfSRxWIiDKmqaVM6oyU5wusdqc4JsESBZBrLNNdNK2H7lm/DSd3w95qfvYTTNsHflGnQ9Rv9sIj3oFZFIjU2wm0gNRB2uZmJnew33H97Dm+/uc7YBz93Ywe07N1E3U3iP30epyQnAHHq7o/Qcw0DCSMEfLzA+0uvURtw08JDMpwhnUwTLKRKfO8QjBZ3wa3GgVIOXAcJMRz7j5jMacCqjGEbFFXHVfMmf4Ww3kDNdiTyEwzkiitQzF762g/uPnkhLtkyOo25gsfAQzjyUwwzlzTXZ1TMPIrRyoEnOogjapzJ6QsCb6Qd72asbzLYjt0gcnxzhoN9Hy+UiKgN5uED/4Ahr168iIeY7HGFnc1PlkBx/lbAfCm+Tyh98HQFEHBdXr13Fe+/dg0fKGycBwhglbo+zHHkIwziRCUZHM9ClPiUJMNReWgnfitdUkYfiYbmwNj/88eGlAJkXEA5K5rj/1uuwhhVUHPZl1RDTinQq7yxnq4kEDgd59QrinU21XpcEhyxDq72F57/hc3ArCR4OzjH0DJiSswHNXhV1Cd/KgFRFhwsG9Hq9jCReYjwN8MJLL2JzZ1sq5fDsCEPKT1sO6htbsFyHk76yUSsJJojmY7i9HRicwWElPhvBGxxjenKAyaAv6zeY2Cu9Ia7SS6QAIBTT211H5C8Qs5/baCmuMduMcSJt1fPxUpjmG7d2MHh8jOlwitAjxspNuhQ5jZC4Zew/3lfKbshRc13Vz49COH6E3LRR7bUQT6j7niFajNA2dIQM1RTGb1UEpiGbW7RjeLCbEgYIOFAWx3j45Ak+c+c5lOmlOMOzWOJw/wA7V/dwdtpHq9kQ/NDkXs2i8yLAOlvEWuEtdVPy9Y31sbCKKJ9I1nu9WUVCFnmlIiK0WWMdzbUNVeiuUp9nc8ZnWslKSnzFo71Eo+w0W0qCzspwfvgQv356Mc9QrH6jXg4JGRZ0QhQCSaj91Eq4QKmzMZcZLRM479Rx7doaGt0u1iYRRuMFpnMyiwoRJVEsK3QnGCpsA61GDXsbbD0GeOXaTen2xKNTTB/tC3BPAm5ja0eWFvHGWmmE6GwMlOsC5M8evwWntY7Z6T6evP4bOD3qK0SAsy1UZcu4WXYpCf1sMpUCorPeg+Hqgk+WjQz9/gHmnmJ1M6GnPmRnjTrl3L5roXtrG6U1bm6IcH42lsKte3MDPttyrKSJMhg26nxoKHUTRJJvG6xQuUIlS9He7CKYLrHN+Zoyl1xx41vzYpxE8N4CKqMMIPfp8GClz7yXU4tMqBzS/87O8MQwsLu5ibOzc7QbdblX/FlZbrr0UCm7srRVZLGL2fXtnV3c994Xsa0lH6ScBVwg4Z648+jRQxXSORb8NGm8WOf8rOKv2oLxOzAO4QeetAmjUBNpFE/LpH2k1pspPJFJM6tZ18jhMZwVo6cXq/CKjak8+YeP7qLZbGNnZx2dhotWxUQ582Q9HZEbYa8Xu7apkstqeW29DUe6B12pqqPzE1mfx+Xwreu30XvhJWgcqAqXCPqHSEjbD0IETx4C29eEbf7m/+fncPBoXxSBKbiU+pGIslJHXRhKSSJz2MztNnbW0GrVcO/uQ2G/kBFFMVYjCTAZTZARSqnVhVnOmycPlGKfSJXb3e5hXdcwW3Cjbow7e5toVStMrQX8n8zmSIMY8yzF+u6mwGojrhlhY4JLWec+Nrod8cJU8VVGoziYSoggxeD4SPTSm/x+sovSGPtahKmW4DnHgL1IRDBr5JRETYR7FmU1X0GY8MihREc+p+bz1UiwU65ibX0Dp4cnWEoXh6tHAlRrZQnjk8EZTt8N0NrZknuktDhVW04VNywgFVgvTxFthNuKG5uXaJTeUhkeh5UK1rlUgOIJny4DXXqaFAHkNK6emqK4vRjhV38NsfCWkgsRn6yWHTRdBxsNF1udJlqdLqprm2hsbgkQTbHTzJ8j9ZdCR0t5Q5MI4/EQvuagW6kLHGTqpkA0LDAG7+2jEnC9c4jp/jHMT34aG9fvYD72MTod4uG7b8ioAbmWZrG7BtyK4LpoVV2sr7Vlx/bpaCa46Wi6RPzoFNVqCd1mFd1WE9PpUnLEs8nsgiRBOIzVOG8Uha26jYawmmbTBcq2iQUho4WHEQ2C1LhGA2t727IkwDANMXBuZwjLrghPUW5FZnOkm1IQHkjaXS7QPzwRxtY0iJEtqO+UysAXvSQbFTbZT1yhd3wknpgFF5ES8fSmahsyzWBTgmMoMkHKLcJxjFa7K2mNFwTy+SBM4AcxahVbfsd8PIVdbaJ3bU06TRdC/at28UVbWf2+D4kIfXij5IgnQ+oqrNI4JWyvLlKhyMbEmDeAeJ/alVnIUF9ALurvsnSIWui1KhrVsvy9Xi7Jjpvd27fQ292DSSiDtP7FGNHsDCAoPZ8i5ZNLbxb6ePPVNzBPbUm+txZLbN68DotMWe4ar5aw//7b2DFK0IcT7L91V4RIvXfu4t7pOc4IzOu6bKeodtvy/cy14sJbej63wSrBK660441ifjSm9g+pZZx4bHHvDKvhBIvpAl4QyXAWKX4sFEgeGTZ97G10MJwuZZ9iq17B+XiG+dyTm3v7Ey+LBxseHwr7BlGKvNFA1rVFfrtWqxWYIplS1sU9ODo+wtloLDM95LkGaSJEaVfLJexzwxfDfdm0ZL/5+LSP4OZNFUZlI4YhTH/2wR3LLQgySmZbvLVpoEMJ75Dr82Lp71MTqVq2JWxrno/x8QnMSgPrN25dLOj6almb4lOrcdDLMspSuaawwgJ7UrikEmpS9HiSPhVmSU/Jv4uI5sVO6sJrikScg169gk6LoqCOGGWvVRVKV31zT3h5JEKkizHS5Rjx+akYSxaGwo8kC+ZsNMWDowFOIxff/j3fg42dDvbffh33fu0Ue9d2qPsLp1pFXtHx2q99BZuaiXjm4fi1u/DjGFXbhNerwuGmMMdW2Kns9k4RxqncxMF4JrIpj0/OpSVHCKdSLglOSkodDYu54WQ6x6I/AvpTGIRXiG9mOUJ6zijF5HgoxREfWAQRtto17Haasrlt7/oNfOL52zJHtLt3BfNqHXOmAxk7tBWUXIZLrgZR+R65k4TNWKB8+e33cLSY4brhoCxrqC1Eno9GpmGnWsHdmSeqbaWNLsyTU9H3WQ17SRogc9NkHwUiTiAOTZawqnl1Opp6s4XZJBNjJKpHTaBOqyLSPQvuQMp8BG99RdKunRdeVEsVLhREVscK1rtk8FxmYFbGJetJFFguBItCB1sMVL6n8IY04OJPKVgMTd785z75InrtOiouE35DCBFGrQOz1lHdi/k50sVEvZ3IVyQC6oyHIZ4cDnD3aCTzx9w5vrfbxubeFVQ7Ddz+2joef+VLeOfV13HlypYIGazduIZ7X34Xk8d91FOKxlswrvRk3LTDMMXx0TCWZUlzP8R44YsGOK9fu1pHqWLjytaOknzmZCV1GrlsXtMxC3VMlj6GC182vxpbXWHFbLslXK3WEaYpHjx8JMQLdpFYQExmCywqjvSWN7Z38LWffQUV7qkhN7Xbkwezf3aGmOtG0kS85Kp7Q2NUisDcHnuKe/sH0t+PuaksslDpdhDNFzAXEcJwAjI2S5vropl0enYuYZ6UNTXAp4pOogxcv9ztNgtJbFXtk++60pmkjHUYKuoiwzcf2lLZFePzg1B2MlINbz4+w+6tazJLtfKUF63FQoSpvtO4PKMkHEFjU55vNeKwAs5XGxMKl82mQaHzyGSXjCHmMjduXBUVtfVOHXq8FJBZiLhuQwqUzJuIXEvmz9QqPKFfRaK90+8PZaHRLz+eo9Fs4NZaHcfHZ6hvd1CqVORsLLeO65/9PWLAB/v72NnqytzQra//FH5t9Ktwu12UN9oYkAUUpkjmSwzGU4y9EIuQodZBp7eB54kIdLuylo69eF5Yzt2w7cYNa2wvirS2YSBgpWuYGPT7WGYBfMpCk7njL2UtydJbiG4m9ZT4UGmThWCSVcvG2jfdQb3iXszayJBqrnSDpIVoGGg06vJ+lDAAt0sQ21zi115/A3PKAubAfhTgCsnHGz0M3nhb9i3yZ5ock91Yg0+d+DRGTg5ChWusn0I2aRrhbDDA3s6mGL1swZD5/qK/LpLiDP/U9lTMn9kyxEa7gkqpBD8gdKbGiB+88RVMTg6xfXVbHnqBBS8ipUoZ6jsvXp5RLuaji1xQDLPIF9VWtFUxowyWHpThaKPbxZ1bN/DCi3ewsb0uPWaN6hlxIBVopjsi8YLRQ2hJqPYySoGkJuSIjz15coRX75/CtCuoGxmazQZur5Xx/uMjzP0Mn/zMhrQBC+V1GIaDG5/6OtwPlpiOZ7I8s7uzg8/+z18riysptDobLfDoaIjD0UIWB7Saa7i9ti6qFDIqILMlqnXKzge9InmJZNIo5g+9nvIA1DBiiJ/P5uJRaGAHx8c44iZdz5dUpeI6ApFRGHWHvX8uhUs0NYx2IWVdsK6yTEgoLJgoYUiDJuOHDzZHNNjjfvD4Cd579LjYFKFhHIbYbbdw//EBnMlc9J4MyusUWR2payTJlOo1kQpc7fVZeV+KJ7A1aRhcolLMnK6U3IoRbkJHfN9Mt6j222tV4JYMVJtV0W5XO7B0zCZLBHcPcOXGHipVMppIc1MtRyXzc5nUNfF+yjOSCsWVFcQdRZWMLp9dFz1Hq9HCS3du41MvPYebt66iUmXfNUfsLzE5foLTg0OEg1MZXb35/G2YAfvi3FCl5mrod4kPLqYz3D8c4FcenGMa53huq40ru01cs3W88f5jnHoZuq6L9c21Z96sEswnP3D7+lUcvPWaYI7Mv5lyPDk8ke1aD7mSI1TeZ3d9E7dv3IIrs+Crwk3pygm5oOgHyD5xeZ/qZjHE8TqwMCBBRYzd95V3pFdNUzSrFSHGskA4ny6QR9wO6yDiJgpkEsKVevBTBbc4imWft+GURbmMRs2LyweULVrOdz+8/wBpVCzJ0jS0Wy3ZbDvcP8CnTVfyRNLM+CBwbV+lXJWVLltXrqhmx8WyC03yUD40s9kcFVLnill0FlUE1EXShoRly5DNGkxD2FDgXA612CubDTgVVyrx2dlIijwSUu6/dxfbV69h98YNmUkSrfRnNmlcilFSM3zlKSWnLKrtVRVO4u8L167hO/6nb8T1m9wEa0sfeTk5x/6D+3jy+Aiav8D94zFKmo6Xb+5AYyHDRUh8Dd48dki4BSsMcDxZ4O1RBlQ7aPD13So2tzcwGRxgYbiotWvolikk1bqYKecoA3c55nkk7cJHX3mLK3XQ6TTw+PEhfv29Q4wDqj7q2GxVRaIuj5cYTafY6PbkoVp5H7kx7NpIqsKZZlb7ZOoUQqUaZILw+OQU9x8+xGQ6u8Apq25Jcj/6bsqdcCSWLO0eRRMiSIhnL52KvR/QW0KO+WKOs8kUm1s1aa2yE6a2u1HrnDKCE2x223jpyi6+8mQfdsnBeq0CLfSxU3JRFgVrxUVgY4AjXDTE9W4XV3a2LhZOrcoderFauSLrU5KkqRR4hTurdqMrfU1u5DBkTxGNlyJaXP1XJ2UIJiqtDVTbG9i4xmG1WIoe3sfh6QD333kH29evo9XtyhDepRplq9UpipqnkJBIJEsxQwiiif/1D/x+XL3Czk8Kf3iIN199Da+9/QTHE/Y+DVzvusIUerjM0VqkuMH90LIB1xZFiPl4Ll4lSUK8uT/EacA1GOriDbIYU38LdXqP9BSTZY5yrSTjDkKgiH0xStK7zu6/g1/+uZ/F+cEAmm4jOT7H8vEpjJBFCjc3QImCWtSgDjE8fSLvq9fuyiwRV7WLwkMhB01DlWVOS08Mh6MFJEEcnpxgvvSkQ0KPJmOvxVoPFhALP5RF8F3Twq12R8K1EXqIiGVmKdxCmH5llnwoz4iJOmobBLFRIg0rostyNhUobGt9XTw7VeOYp1aZ2+ZcCMWWZlwo1gExOdYcceV76/XQLrpyajnqimqmiWYlgQG+R3aoFF+Ww3fUJYqUajBDfakMxw9lInM2a6O2VlbMKc7ryMiQEh5wbAPWWgPNTgX+fI7RyUNMTg9k72Pj5qcuzyiXk+FFgqzmaZ4BxqmgUApxMBhhe7OE4Ph9fP4//RJ+5f0BFkwTi1ZTFjnYbrqIljO88RC4ttnC1a4LfzbDgoL5xASLkV2frHEybgp8M4kCvPr+E3z7K7fxDS9E+PJbD9G1YsTLIfzFQEgHlBGh0Wke23k6Go0GbrbXED8+hUXxqJqLtzkYJmtEin49f1+wxOOH9yVk1csOQhIpAnIUVx6KlT8r9PBCQ4dGy158ld66Vi32lqtCUBTW4gRTL8Bms4GbXBEiVC9eDKW5w0ZgIiwf5ZmZw4m31UzUKxXJVRViU8ztLD0RvndtR1ID0uI22y0RRCUE1WSYT7kvSBFiQtnvYsv30XO2e2sXIxUib7OaI2K+TIEDbr0lXkkQnOO5hLWouiGO6KmIAFnpy+UpBudDrLVdzKZnMK30Yj2fmMgHpIS4Y9KFv1jg/PiSdzPKBONqwY/Mche9aYGFgHg5wr/53/93TE5vY23yEK+/f4qpLINepdvA2E9g2hmubLQwmId48+AMJTRgFlW4Uvql53Rwa6sJ72iOCdmjRR/1/nEf2peBb3xxD9/6NSWkhiu4JmGBmMvOR4eIZwM4ThnXbl1HfLZEZTjHYDpD3qtjzgs3SVAjAYEMdALkQSRDUOWqg/HoGJPzVBFi6S2J2VGaj/u3JzPMPCWPzL2U1DBq1SrYbjbhhwEiigVwhYpIz4SyFOm5rU1caTehPzoSbfGAoLgI1XPmSYdR4UZDBfTTC48o81wqIfEW0uWSDboyMxRgeHYu3pNVPB8OkkF2ul10KmV47NefDeHHiXhh/lTMS8bxCG6hNUw0OxT/UlOP4snTBLHwLk3Re5eqv4gMigwdSieH3aQLvLHYRlyrV3B4cIBWtQRTV4NrRAVWLRuFkT+dt9IpUtFoosyO2WUapePWVMemAM9Xe76ZT668JrsKv/zqPbxQ1/DJmzsoT2LME13GclduNjN0eLqNW9fWcKPr4sHjI4FF1jscXeW4LCcPE2y3mrB0B6d+gnlEHiY1fzXR0Vn6qUwjRstAWmMi8uRWYW5eQ5CFmA7PUGvUcfDgBMFgjEXVxRPTwP5wrraC6Trm1GfXNHS6PSV6sFwqIYXCM3MO3KGa2uY6puOxFE8VW0n70YszzxpO5mJkvUZVwPGlFwmgzCWfG9ydzQ2x0ynKZN+Q5kYvWXiR1DJgVZTAA73x2WiixlVTruNTs+cqpwyxf7AvHpJCqpQUZJeL3S/+0pLtILFCBPMl5mkiHjjUDCwsE+vEHg0DNYr5W5YIVtWrLvwoQRQoAVWRCeTSJl1pqDMdIPS1nM9kzZ9IrVwo7qgiSAgsho67Dx+j2+ti7zOfkV0/quAstqyt2o1Fm/FiN9FlGmVJpuhWnRn1OTmFgv2zqtoIrr4X5fjm59r4X671MJh7OBhNcTbzMGVXIMwxCTzUK1QKA06XCTgpzgqgXa8Jc7osg08RdHuOkh9LL5YXtLm+ieb2DqrNJoInb8rmAnIgS822zB6vQtOUKhS2g9Pzc5wNxjB6bexPFtINcTgk5fsIUuD61V2Bic6HIwlxanEVhT4z7GzuYHujJwWD53FGJsfuWheNioOvPDgoNm+lIsDAmRuHC9nTBDtrbXTYWXl4KjzOmTCjNPii7aMKDFGs61JBuCKcTDLuwyST/nHIsViHhZIjXutscCarSLhZbM6pxpSogRLmIutUChE+EZzprlVRp+HVqyi36mh3mrKqmjvQ6UjIBqrSc6YplrLFIxc+JVMFGhmnPv35TKAndnI4BKdua4EfraQS+dA4LrzlAvtHA2wPZmh0ukqWRbKRgna4MpKi7/3slo1LMUoR0C/U0cTxXdCT1JOxyjNFv0bT8OXjBdxqE9fWO7i+1RXvN/d8zJY+pkuGhSaqOueSHYy8FMNgBPtshlrJRqPiolcvYa3dxl61DJP7XHpbsLiFlputEg/e+AypbmF5fkDZT+nnatEMCGc4PTrB5ta6cBHHFqn5hjBk7CSRUOxxnqXVwHA8wWLJilChnMzVBrMlet010e65++ghPM+T3Etyx2oZ4yk9mmLAkCTFBaaj+RJl28aNzQ3srrUx7Z9fzPfIJKetoe6UUF1ry5awVq+HarspamiT2VTUiilluAKaS26pEOBPhCHlc3HA8Awu54Koo15sslX98EQ0zm9/4nmlr05cVdToSLFMRV1OhFu5SkVIE/x8IiQMjraUakp0n4Sb8VlfJF9oxDzPix1DF3qTT8UPKCGzWCiv/ernfxFe/zG2tpU+6MoOBLculn4p0g5Q3Xru8oyy1du8EAx46jGfZQE9+6f6+xv9JWZxilu9GprlEirdMja4mkW9PwHKe62uYF8k1yrpOlUwlMpVVNc2UN3YhlkqX5BJJQWjAIAGnB8eIT6lcb6FxA/QXWtie7eLx4/2YTolmZNxCJdweIkE3pxpQCI7DZnIs4/LEVNCP/RK00JnczIeYsnZHA55EQqRRe4R7h+eCMbI+XfmUayOr+3sYKvTktBPkJqkXm+2lJDsBAlssm64iFMzUOt1sba1IV0VHjyXk8EQSa7DEeofjSeV1iLxSC4JYG7HsF9liC1mnFabvVZwDY1O5nAKT0avz3xY44rrdkfyY3peaadSmCxWcn7VRl2iB4vMPnvjHNNttODyeq+IGaS0PXVNhQJzLogJHQrDPefB33ztPfj+NVy9tikTAgq6L9DXogD6qj2Y/3eNkvulBRK6qLyVgUrIlFajeir4udXTworuYJ5h6s/QLS+wXi+hVrbhcsS22IArE4rExlQjB1alidL6Nux2T0Z3ZW5ZKl4Vbngj4vEA/sxDvdGGWa8I2L08PcbJ4ydwXR1Hh2fobm+j3W5hf3CEyeBcVfDULpIetKb6tR6LE1W4sffNG84xBdnnHauwywcmoFcpSKokxpKKtru2hvV2G65pCl7pL+cSvqjbE7Eg4mDYPJTuCkd1U7eEhltWPWPp3OQYnI2w4H7vEln3DP+ZpC+UcHn8+AhrrSYqnPMubqmSmxSR0IutEQzFfMhU9as4q6IklwPtjS3FSdD54CkAfgXbsGhiNDg/PRXhLb4sjdYtNC1X3SV1dQqNyWJBV6EAoBZSUbNT14Uc/eAelx308MJnPiHr+FSOWdDZ+BYumyUkZIwVyUIVYYVBrirxFZBeqFjIv9XXImg49XMMAw+u6aPqGKjZpvxZtTU4WSASzTRGp7MmXjidjZCmMTRCOJyjiSPkUSDQ0PJ8gOruc8J/FGgnmIsQfriY4+Hrb6JP3mPgo0bN9OMRztIMqU2d8Qxlt4SlF2LmcZ0cCyu1J5FQCPWRVotNV+kJCylO8nUbdayv9bDRaaNRrapRX4LrspFWx+ZaD+fnQ2Hv0KuKKRVEZXarKGLFDs5qEVMQhDgfTeRhluaDqeT+HMfGeHiGbrMpHnp1KGejZu7VjBs9HlFf0upUkaJU0KgznsJt9+Byw+1qx49oxZNooua8RQaGktdU4IgSHJ2dIcg0NLtrxe9Tk4+iG38xw6ei2SpoqSWminRMfHM6meLo4SP5+b0bOyiXV2MbF/9BZf3W5RkluwLcOMUw+9RTqjDOG6Qk/1a9cRRGuWIUrT5PYFqDR9CcKhemBgYdynmUmSjbGvJ5X93oYvME5UfSOMDybCDrlimRkpZquPOpb0KJ4vPeHHBKWLvzEutO3H/jHaw1auj5Cbx3D1GfcHFnhhMjFI9ScnJM/QCLMEaTRA4OZokoMAFwDl1ZShCh7KJRr6HTbMqfnGMR7y73RuVzq5snlLE4kNxvzjQhToTCxvUunPOOipmfQEi4SoJ5NJlJ/sYZcMvmGhI+HJYs1eSKY/fCIIv1gasNsfK7aZDc8hDJ7BTvzWojNO+PWW2i2V1Xc07FbklZMioy2FRmO8Pp8anscey0G4JzUlBsFqtZqFWYXi2jela0SuRehIupagkRNqCuvG3BpgozU6Jwgfe/9CXUWlXUqdeklFUlc9946fdenlFSnqRRt+DPKFS3SlyVkqssxlSKHurvOnviNMxVK1KFdMfQ0C7buLq7hu5aG9VaRbyU5JKc6ZEpOzLHcyXlF3D2OkDKAql/gifv3sfS87HLlSRuDZrpwq7biJfsycYiZNWqt/Cdn25jJ4vxGjfDpinKxCQJ6VQMgVbqpQStah3del0AZRmVtW24pZJs26pUKhJmiRWSJ7oyjqfLBJSUsh8EMipLfR0SYZkjeiE7S6oyJqZIFiRHK+Tw1NJQ/jz3edNoyL4S7cg8U2ycxVJWsaxCaGGOxe9W4wqyhpDtS4r3EyqS3eHMIzPkjove5rbyYqJqwq5ZDt9biAJI/+gYhxxxWCyxtbuNjJgswXe3gmXsF73xosouNIFEvU2UOfh7uG5FORvZL1QsYqDwADtDXGrAfY2MHIOzM1XckP9wsacOl2eUhw/fwwkNbDWKIQaolNSI+9Ho+JAx85SNDJymox6QzEdr6NVreP6567h+6zpqFIznSC5V1bhFS0Ih1XlIUygYyqsNuST7cqXI/gH27z+B2Whh13REk5KG5HFL6pN3MD85wOxsilq5jb2ai+Grr2LEnZHQUOU5ijShJnS0Uom7t1OsNRryGsyvCCrL/mxKM5MhJDMmRdVZxC86KnoKik6NphORNCE7ne09Jvz0YjT6BTsxCQdLc4SSDhShj+E7IfjtSfeESIL8LkpO27ZI2FQLjywFn9DZnuZy5EPK2G9ItngEy7TlwRHck18vVdDb3JIHiWRoFjDTfh+jo1OcHh/jbDaRViO3TlAakHUCI5Hkv9TArCl5Qtk6zMqeArHSeCV2yjFcLoJVs/fc1y5aRKzc/QC2SSUMQ+iIg8EIvdtXcGXXxnA6g13rodltPfW4l2WUcl2lHFOhmMUJK01eQBYuJMC6jqVGIQw1pyNz2oaGrbUebr/8MnqbG9D1XBjkan94sRyKjlI8Iw2V+6yV5hBvDIsTiihZ3TVYjT4SURCLMO3vI/LOsRwcIppPkXOQbBGi++IGMB9jcDrGlKJaJLoyReDQG9U3NKBZq6DiZliGoRQWJO3SIEnnV4Tkp+9XbrisFVGhcTQa4f6jR2IUDEd76z00y2UMuQKvf6IWptJ7sHgiFsh8sZiEh0jGJDLrrVhV1Iw3CyPiVGMq56H2CxULQAoNypVggGzZjchtzKX6ZT4rK6xtR/Yo8ndPhgP0D/dx+uAJvKMzSScSQxOmEIfduLKEsB2dhlo7I78INc5CyZwR16KovjwRAc6cC7wjQrfqmqxGchlpuGFCphFke0aOyXgMP9pBveJgrdWS3UNJq41y2blco6SkMS8igWwaIVe91VyKUTmoubYYJL+mOIhKPYErjNfXe1jbuyIdhXgxQ0TEXAyRXpCEVgH7JKciUZRyILyI/kzBNFa1is5zL+JzL34Nnv/OAabH+7ID3LYSJNNzJVLQaSEbDLC9toaSaWLRJ1liAp8iXBoXleUok94j3k9HGGVoN6riEbyIy45M2fqw2orFi88ZHbYhV71f0re4WffJk0fyUPBmvXDtCupcMMrzL/THSb5LiNXyc8UgGYOXGpOgGD6Z2kv5PbLhQY0lYjweYa3deopBFutdVBVcbMiIY/l5Kc64KYNYJr+9XEaz25UuTP/4CMF8JjCSN5rKebESjvIUZySUcNYmitFba6thsZXhg2uX2+KN+frs/fOeKaF//ll444LouyKscDkWUzAuAZAFX9BER3QyX6LqtmDqFipGgvH9dzDWDbRvvXJ5RnllvY1qyZKpw7JjomTZ8qYYehi6xRcIYEoddAqrGtilUAAH4LkmOFT7/HIRrir2grPtSFiD1TVpZ1xIRMZPcQMojNRstmQkIg0Wsrlq48ZzojTGbklCXXJbx/Ctr6DT3EaQnCJfTjHZP8aEisKklwkyYOJ5dnK46NS2JfzxolHUquQyYQ8wX8aYzBVWyPPyogim7Uh4nE4VYUTLY1GgSIgaVBuoEW8sOJUUBdhqN4WSdpSOcMS9PxlQs22sUd6v1UJze0O2gpHOpoivakXG+fBcwrYoW+SrFR8Kb5Qcslh+QClDftAruW5FPTBkFFUbODk8xIQyNdyU0WljcHwijCGNCiaLBMs4FAGunSu7ImvI5aDPcm7J/JddkCnz1aAQ/LelfSqLEAqOqRR4xTjuhTgW564qrmhL0Zj5eS6c6nIGi1FTN2VaYD4ZfShb+9BG+dK1dQX98B8yg6PCnHpjBR5FN84n08iw0W5TRQ/BdPwMbMrHrchXmJQT1ohCyVWYuDNk0EhptPSAnbW2jNZ6/SNY63sob+9Ic59e1aik0JbnePc//59Y0+uorzVhLCcYvvUm+od9JMzNcgOVJEUlTuX3kk6ha8zjMilKJjNPIJjVnNFKc1PBQrTohXR0qJxmsV3H7owMF+vocXeiODkqoiWyt5DCVATLS8sQh/yc6+Kb79zCS1e2hTGvGRoG5+dirI6tNq4RGhqOx9i6eb3AH3FRTK1yO3IUY0JKlPTjnA0JFAz5VHvTc5yfHkv0WG9w8UAqOyBPHj2BMVvCZOu0uD/sbNXZxiUDqYCPeNDuKLxFhpMMzgWqIBN8VVKQAlZiC0uqck5vZmryUkYoVEjn8laSqklH5D5zP0wQMc1LmNoZF3DTpRnlyhtePFyijblihRTYFTGrOESj2pBbF/rLC2MUuWlWiYkK2bzosqG1yI9kvCDk8iJTMEYOXQV8Y9MhUqOCrRe2ZAUKjYAtvnB5hi/8m/8XFgcLPPdNvwfxbIzp3Qd48t4TnIVAxP2HS0U147kS0aM6GHk5bomjBZQNVJJ2Il/iR5KerIgEq9XJ9JTNah390UR696SrUVi12pjjSrdZKJmlsL0U5nApYv42xaicEj75yZfwudvXRd5Gbj5HHXzFzFmNJI+537toHKzybBRdGbWBQq0Z4UPLP5lqMALQmyXeUjwWJWCoK082epwqXcx07susUNkwMaLxFPwFmcl/ph+tOkCabCITcojswlEwkDRfRaFNtWF5LitFPBXmSXXj2po6elsbKFP8gPcxSzFdBJLDU96LYV95ewPbl2mUTy3xYooDOecD5Aaq9ccEuh1Q55s7VcJivkUlzrKZqwhH6pVWr5FdVJMc9SSIzdbacHCOxw8ewa1WcfPTXyPQhVGiFqSOydE7+MV/8r/hS792D3/4f/lfkZwdof+V13Dv7jHun3E0diHJ/wqw5W8848oQQ0OzeICIO7Jg4MNCrzmeEVYCyq4jOuWi4y06WHwIgHLJxul0roi8eYyHx6fYbFDES60GkbGINIHPoX3keOn6VXz9CzdF0YOeRfLmNJXxXk231LAVMVhh+tgy50LjzYucUqIJ6WWko0WR3GBKq1ByLyHxN1OSLlUh4NJgEkXKJeVsMkU9yVEWPU+VCxLZ4HiFrFu5uJ3K+ClwK71uev0olr+rTRUrFETNwzC9Ir4nm80EFUkEzmJo3r3zHJLRMRLuxOQK54BLTrlMisr07DDpQmy+XELGRagutl0XzCDO6qiGOwE5TyCChDlgsWFqJVbA4kC1CxWsocISL6IyRs51MJTxa7L7RZLtCOVuA83d6zCoIpsH6L/9JfzSP/nn+MVfuou56SII5hg8eoR7bz3A64Mlhr6CZtTOHrWK7yzL8F4SY4O5EAmzUSzGx/yOrJyENDXbwXQ0xsxbiuGV2C8nbvrMEkwuH6DMMm/kcDaVCb+KpbpC7Irwt4XFFWowfSg0IdWSVFXFk4LHaUheLxobvSaNazRbwG7VBGKTSpsessgjudgzMS1RSSbZmFo+ba6fJsBeqMepyjyS0BsvlliTVSE6ZuSEStdFk9EJxeS/2Esocio1jpQU6YJdsoSRRLyUn5MhQRKhk1i2V/DHmXeGkWLE8+EWYdb2GuBkGJOKWK1gXLKU+D+nbWU1XrHJ+DKN8oNrcVc65CuBUVaaqSw3IqWJq0AEHuAS9CJ/VKSHYu6l2E7gizKZGoZne46Lh8646zGHbOHqrvVw8zOvwF+McP7Fuzh/8j7u/vKvYvSgLyKhE1PD3ScPYE1GeOd0ihNPscqfvvcc53mGuywuDAMbxSpHUcCINCl6/GAhN0OE56tlHA1JDzOE3FtlvrmqBnJIcccREC4eYOIv3ombGygCFfrS55aMWEZyuRZa3UTl/BSRQZoEqzZhQnIsd6dbCAJPZnM6tcpFBRwzveDvYzShx2Q4NDRpeRLwV3CaOg+Gdho5+ZzLyUzanLwOgWwcVkwdLv38oDKahlKlJh0sUc7TczRabUXatkJkMSEfHRq5ANRAl8hciMmyEDRMAcypDcqIZjd2MT85Rh7rwrkUmWs+hNRhV6S93xl9Ss612LI/idImBXSx2n3je7J43aQudtGMX1WP8kG124Sbbz3ZSSO5Rpor3K248fRcEy+AF4WoHw7w2rsP4HNTA+eADBPf9PxNlE/neNuF0MSq7QqsPETL1DA0dUyiVGAgZlGnWSafo+ov90hSeJSVJ1k+q21cYpgCfPNBKKPuhqiVylI102PSYJhSMKQzr1Y5mFrKWSUKkKY4m1BTMwLF/fh7hbQmuZlqAKgHtxg4o+Eyp+YMTcLXIQSVSwhfktgRBGhWq9AMU2a1qUvE3+n7oRgicT+2C2nUfMplW21hlBQVu3t0gq6fIODqvDzDiBHJ1IVf6dbUzHdRCYjHVkReZQYcFSZljgwlGevgolRJMyj8RVREyTmqCjsXVjuvg1upCSmZe44a62vojx8o6fFi04ZdiFJculFSt7DKXSvXt1G1IgSj/197X9YjSXZedyIiIzNy3ytr33vvWTgLyRnSQ1IibUu2BFErRMswYBmGAAP+KX43DAN+t+EFkmAbggWTkrjOcMiZ6b2rqmvPfc/IiMiIDON8N7K7+TYGCsI8dBBNcnqquyojbtz7fec7Sx3dno3plMHnoeBRI93Hk8eXUaSIYrXIcTljEJSPseOK+wRjkpkFKBnfUVMhnaYYrka9PDu4qYdzuv8GAW7nUvjNr93FpgUcuj7e+/bXcef2BgYnBwjXqkilnyHl2OiAmB5Am0cyztfyaZQylgj4h1Mbl+22dM5sgNzxRHY1vvEyqgJQLeSQ0BPYW1mSsSM5iHKMR8IokdYKgqAeEI+o83YXSQauU4orsDfLTh6prKWjaQ7vh7DnWT54MEW6GiDNlpCfO+TObWHsOZjypaFJFqWYwt5xMXYmuL66Ijgom2C+RerU8Z8vyqNmEyetHpaMJB7x83FaVUqJfpzze87Y1RkXSkpGvlYTLiaPVi7GTFY5BT/HjqPjmnmSPNlYU3KH5EITS0PGkcSZLURVKGNhgHi2gCCYSklELoP4L9HZg0jB57w+f7SyxpkrqfI+pjMXWiKF1Z08xp0hBn0msuooFDN4eHKMqaewS+4E3Gl4ceRHEoToXgRsjqS5Cx+iSHi0CLAXrT/1HxLeGSIVN7BZzuHsyRPk797FV7/3+8gYEzzsn+Po8BIHc05rVO3EZiPMJrFVyqJWIDeQbhF5qXdJFXt2diEOZOKmy6gV8WtU+wcD4h03EOs92hoqhzO1qBYduYIXVQ3WH49Fv7OEGMaLJB6+jCRMSFTcYkbJusxX4DqdNkxTFh13upAjO7748Tjy8biQZ8WWT7rhACN7gnI+K6kY4hS8oJZJba7qycZggHtnTRRyeVi1JaXWtNQOL6Tk5zuVJqrE8uoqErQl9AMh+RYk0xIy5RLRWFQ7c4TIhciJG38RIpOO3CAzKCG48qh7ifp9T6BCxiWORwM4no5UhhyBGQKPmv6YIBNXuihlO3fGqD99JM1LjmZPI3Z6ZL4wAsNApriGaimFDx93xNechkiLologoCjknf9ONndaNHsvtvQFaZjYmhUFuLNZWM9l8fZaDZeHhziceHjr22/DHzbhhwPB3eLJNJxSHqPepchOy8UMtmsFETOxq+VCJ5TSnziyKHsjGxfdoWCUpVwORYbZS5QK0xd46wJphtJ0/X3JP34xYRFiBHdy18OTswuVH0lPTpJ5F4EWEsscIC5Ho5rOiF+5dLK+dNE8qke2jWQ+Jx0v9ThjkfFG3uESpzyTIUWFIrMIWJcOPWIq8RdpeA8vWlitVHB7bUXMu57/Hc/fEvXPZiqFyuqayuWhVaFhIJVKCfVMEnYFOJ/JCUYCMDXcwj+Yq6aUpZb4kYrJGZ2FQyxXaoinLMUyDwP5PPPB5HnWD52Mebz/Clp/FYtS7Wh0VDCQzVowQxv94wY8O0SsUIJumchX1vGdX38PD579BRojNaLjJbtKRFJd1I4LBszLl9KcRD3BfI5aMo/vvv8a7pZSGDXqOLU9xKpF5PIJ9B79Aoetniwc7rKrlQI64mytg1NbKgwnw0Acfuli5gYhKvmsSGgvWz2pL92Jjbo9RUvsmDmdMrG2WsPm8pI0Pguh1AvSq5JMsHZjBPNFu4PTtrKzoYrQIcN7gcxSlO/7SNEUK1rZnJ0rqxQNY44qacIW+Iink5iMJorypkeSk0h6O3GmWC3mBdoRz0++vNG/F/2QM8XFcIJ3X7uFSpw6cLJ4ePS+ZO8cNaXxdBa1zU15ARTrJ1DeoISVCOOwprWnClPmfaQunSebhEP5kTQkRBgj/5paH+ZY8rlXhIYo/NE5vT65UajpPV8Kkj5Y5mj0D7/KRckPodjicwx7XbjjKTzbF+1LhrvNUhUpS0Mm/ga+fOtj/K+fHUmNIe92pHXm6/fCD0LBJC/bwz2vJzUNGTOB3/7y2/iHtzdw+vQx6kGIp90htsoZtM5PUMwmcP+zDmKaiWI5j1J5hqEzRb1no0lln+sLxYq1TC6ZxnW6vCV0nDS70thU2AhEcIlQsII5UnMfZrsH30rBzi8ejiYxxapRC8UKxfVCuHMD/akjrmsEiJU5DwPflRNd9IwiN+NoQhORfi0jJvXtyvIycpTojsYy3RL2ONRpwolWt9+D6/lIUa8tvh4vGP/8usFkgslcx3f/4HexX07glz/6GM3uSDJtuJheJorF6cy7sQnLSgnxRFhZJDDLXNvHoN8XGh53O8JKCkRfSC44efPk1CEBQ1AV3oepA8ce4PCTn6pGRkqKGRr1PmLpmrI4j14mSXsTruYVLsr1NZrRDzDoDhDM2LnRXzIjppqZlAl3OkCzPYHrafj6Bx+g07fx0ydNePMIPlowumlAKhnWCkxX/MLFgowUiZqGt7e38P6NTYwnXegpDc1PjpFarmBjs4wffP9D7O9twYOBi/YAvgHcf1bH00YfI4/1qCGMFyoMpVqbhzi6bOKw1UU+l0e5XIDRnYjFyZAOwRHpn3tafuYjfXqO3tjGaGMDVqUi5AeN3Ru7aX8GVqCM4huTTzkHbPp/aBC4hh35aiErxyOP4zClTJ40XVJU5cXkfyqVCorVCgYSNv8C6NeFzqahPxyKJxHvCZOC08xPjziss5kju3WuuoTf+Ef/FNfv7KB38JkQI4gY+C/t7vy/jLmubW6LTbWZUAnAXGg8ntlZj0eOuMeJlIOykAhqYvlBxIQLbTQaK6JNtLDYfDGtgicn4a+FWzPTLdzAlLJAuJi8ZxyJsoFamGZd1aJ88vN7SKQSCMipjMUlf3p5tYJwOsb5szpcXxcuIkHonRtv4F/9m1UE//4/4aOHTbi+2sb1aGHyWHsxM/9VuS5xwOVUGv/47i7McIIZ00AaE1Ru7uHa+2/gs4/vYeLHkKxtiRIxX4mh0e/hsDmEGU+hbKqCnk0NZQ+U8hJ0fnLZRo8eN84MtzZXEa/kEHYnKM4AO4pZ4YOYBAGqhoHCoC81Fp0d9N1tJFMZ6dDDcIYZBWiMmaOvDjG4SNdOTRK7WRIbuP76joNasqbCVWczmAkaeQG6KBqX0Gq3xIVXuRUxbEBNemgbzVozny9gOOjhoj9AMWUh9JkfOZWFSXzwzS+/hxtv3IWu+/LgxSqQizrgLhlAm+tIFwuoLK+ovEg2buQa84iWKBRfdr+pbcOxp1HmujoVONZkBqWcFHTKmHNMGVeliuPCJIGEdXhcmforEH+O4XCGeJKxUgqtYL1NAs2c9oT+FS9KlgOBHyKeyaK0vIyVtSImrUvU62PoZhqpHKUGJpJxHaXNbawXc/i32Rj+w7/7j/jb+5eYCowRWU2/JGxXv6s4ffzHomnid9+8hZ2CCT9rYmp7yN15DV/f3sAvPvoYJxcDxFMFFFf3EPOGaDQ7OD+/RDqdFeu9oT3DjZu3kEsAMWeEQjKOxnCEJ2cmJgSfgzlGF12U10qIrxYwaw6RdmbIk542DzAJQ4znIQo6kHc9ZI9P0GbqwrXryBRzMtngzW70ehhMFadSie5ZewFD10NnFiAZM/HR4aGYHtyuVYUwQaglnkwhW11Gs3EpIz2yzYWAYikG+WQyUZ4+EnlniAfkcbOpmFemhkI6jmIxh62VGixOy2TqRHJuTOiDMVOTqOr5LERxeQmF6pK8oDTQ54In40mMwOah7JBCvuCOGC1I0b0TuptM0B5OUCkwL4kEEkXi4ERK6HDZHNY211DMcqES0grQvmzC09Iik1ZzdF+MDzL8s1EZcKWLMk7BlQvkCxWsb6/A6TbgOgbS2bwU8DTJpMYlUyyKOQDh60wih9/4tW+iuPQY3//wAVoDOwpsUvPw584eUWoOF+R371zHt/fX4Y6GMJcLyFSWMPB8/PDvPsLxs0vhRNa2dhGLhRLRxjlva+RiPA0wcWZCLFhdWYPmdNHotQWWoafj9nIFk7MG4raPW1oc9WYPib1VWLU8wos+9jTmguloBAE6fDA8clgjzkNUun3U791H79Z1JFMqVqTe7ckifMEFiDR+uoKdztsd2XnoaVlLp1Cx4lLD5spVTMZDjMZjpBNK2cidhAuSO5jHhcomRCZPgVjBsDQQC5VkRrrkStrC+OgU/vI+As+FN6M0OEB+eQmxUhn1dl9qXtLbuGOno9gTanLsyUikEMoTKbI0jARwrBtZKlDy0Oo0MfZNLBUVh1bm9JoutoFTb471G7fx+nuvwwhc+PYQ7fMzjNyYOD4vhiajfg+TII50mqVHRI+/ykU5nRko1NZw8/XrcNsnODusy9iLozIW0ZkoMSBdWRFMyh02MBmFuPnBb+Ktf/Lb+Orf/DX+83//P7j36ESOc1XBqWaHP8R2Novfur2Pr20tQx/0hV5mNrr48Q8+wl+3Xbz5W7+JjS0T3eEUoT/F3/7PP4fuE+4huK7GcATjWUxniyXEPB1Hl2102NUSFzR0LJfyaMx6mJsGNjJpydUGbe0sugrPZSJTNVSd2Q18VGIGpgy9Z605HuD86QFwfQ/ezEV7MHpOKnk594KsexpVqdRZoDca47OTOr68twYjkRSy8LOzM2nAhCQbMwVHpJeQcCWNiMFNk3ySIgwD5Xxeunmy1EskgThz5Fc2UKwVYPfqMm40UlkU19bQpeViIoMYCRx0FU4kxMmCjQzrQtaCoi+PaGp8cWSW7XoC2RHAZ03OEsuyaLLKCc8E7myOQj6LJOMmDBOb+/soVKqYdOs4v2ji7LgPM0XJg/IInU2H6NbPYZsVVMtZgfkWHpxXtihXN7ewur8PE2M8fXyE4YgkBpJmEyiUiyjWVpApVaGniKd5UvyWN3cRjNvoP+vi7utvCaHhhz/8Of72owdo9JnBrYlX5evlAn7n9jXs5JPQWU8NR4hXMzj46B5+eHCJ/vpN7F3fQ+fgM6RSc9QvzmA7EzRaXWHgdEZT2D6EQkWtN93SqC1ZXduA59JBbYrRcMg5BqxYHA67WU43PALcMzydjkFDtNfjZLQoVSYBeJZAYrlCYkIIJPt99OoteLEAQwaHPkcM1G65cDYmJLNAZFifHTTqWK8WsbKcQ+PyAo8vmthbXoZlsvdRpvrcpQTmMRb2OIRdTHh+gFyaYQEmvvIP3sH68pLgisIK14AOja2YRtHtodkeCOLg2lOFlsRMtJtNjEYjGVMqUo0OL1B5QYvoQiFyEH1IZ5XmJ3BF/8NThz+HAOxWCumMhfl0It/75P5nsBtPMe4PMPPYZygZB0sDjil5727d3cDDpwM6hctJKmypq1yUxZVN5Mo5DJ88QhCY2Ly2i8rKMpI0ouIxwWI+ehDz2QhO8wj1QwLLQKFWwsXThxiObNy6fQO1Whmf3HuK44NLvFMs4Ts7aygwp7o/kmmGbYQYPhvjJw/O8FRL4P0vvwm/V4eVLyHUu9i9+zYG7RP84JNDiRSprSzj/bt3sLe5LovnotVDaCWwvbsnjCXKVoeDAY5Pn+Hhpw/haAYK0ZiPExPWUKeGgaLpI0HWkzQeczjzOfLMr2F9xJvFmujiAickCYsmWrlAREsyovYp3iIZRItGbjyd4llnKETfo/NLkfgKs32qDKHYuAgw/jx3BvJf3DUpSiOCwGP98eMzdFu0PCTzW010XI4l6daRSEr3TYmr0mL7GDCwyotqRn59RJ8T1DjiS3LR9fpdHHQcvHEzJyI78lW5IDmY4CLTjLjYtLBncH0L2Xwa/qiPlh05H8t3pD240hDpuWV89VvfQCXTx/S//AVGvo8kwwY+35r8/IuyurEKI+YjvbKPu5tvKF+f53bBL8n9OCttn+H0/mOE8SKK5QR67TrqfVs036xhzFQab2+v4APDwLZhwRj01W5HGIYcvYKF4/MuHkwDLN+5iZvby8x+x2opg4ODueR8J2IedvZ2cO3WXbxx85pICdRYbAprOBThFl3TaG+dK5RQYGC8FcNJo4XOszquJ1Iys+/PQ1RjJi5mLuJGGmagDE2ZLMtL4B/CMhFbL8swJNd+IdCPzEkW95suE9V8DgiHYoPCPZNHZS6bxWg0wMTzsMkIZEI33KkTSeFRBoFiVIViB6z8mpQ3kCY1YWw2E7P/6cQWXyPuePy8MA1YVlr4q33O8vlDcBLEv5vfP4J3ZLrDAYGw1ek3RMiGLnZ98VQaTpQOSDWjGnLpHJImPUXniCUSUsuS/5Bk5lFME92pKFcjk1hlP6ijuHYDt99/D+VqBtpME8Z5b0r3ZOvqw504R+WXm+UX3GH5sBEp1XfH4prL7m/cOEU8U0EiEZMwy9aAqQqWiLrgO5jVT1E8byE38eQtZZ4MmyWOJWcJHVp3gsOxh+TGBr7xG9/BzbvXRQXZPbkPmFnRZpurm/izP7sjTHYa7rPQJ7mCHjdK8ESVHwVmMfEqTxhprG/v4ZvBDH/e/isYgYbdZAp930d77qM18/Bg4uDbmbTsShfBDMuxOArc+UAAnTQy3gEN+2YcHdrliQxgcXhz0XLe78Odhbi+tSVkjHanB9fXUMqm4Uw6KKeVuwZrLEMz5evjjJYT2z+WE1ROstCIpmECgqvJS0pevLk0PSybiDsKjDUaPccAFVOdalFlCc0akV08f1KeCJQoxC3V1LGbZuobj3x6VXIQsJxjU0SHthR0BEr1GPkYERyP09DBioskl5ioJKAJVh9DdX0XG7evIWnN4A0aGFw8xtlpBzMe3ZEc+0oX5QtvVrlTMg+V44YTgO45Tj/7DKuvfQ1G0kf9sIkZUkjHA4yMFHRzLm9ZgsVu6wTJR6cIOxM0Jk7khkFJagjPAFKmifP+BImdffzW9/4Ab3/jPYT2APO5i6ftHqzcNZTXVuFPc2heNDAe2VKUq45Ppd7yomUJH5Ce5IMjQE9RegJ7+9fx+uuHaH98hB0NWKI6c66hnUjgY3uKG5YlO2fbm+PBzEV3HmAnZooBlYD9AEp6DDu6j4dhIDnXz2GEaPw3sMdY1VawUipgf2Vd3eiYgfYgwFK5LHNx4pBCaJAZOeQhc/EELClEo65cO1TjEGJOhg5RDqHUmWo3dBVzXub1VEbyR6Aqk3NoURwqjTjVk+OpDegx5HJFYcPzoo33UPIWMyg6Hlq9Ia4vl5T016DddSDeotTW0Q+e8BNTKkhX48suQHqovNiTSROxoI3GZy1pvKbDDh7dP0BvGCBeUvEnEiZ1lYtS5Xgr9gvdKwhjkBHSO3mIZz/7Ec4aPso3v4qEOZUaJBk3oGdqKC+lkRjbwjIa3/spxj/7FFp9KGwjXopvqEnkWrWQQXtoY7q8gW/86z/F3a+/CzN00OvOkMxoGE3myNM33XNxeXqGoUBMEYmVf1l0jHDX4BtNA1KpnWR8x07fgJlI4/XX7uB/PzjB2AeKGpA1DOwk4vh0auPnto1vZbNS47LZufRnaAUz7JgWKkLWUIkYO4kEGkKVe/G6KqNbDeVCCd1BE09ODqVzpohuY6mq7FXE7sSUXWxgT5BKKL1QwlRBnjoNYLnm6Lwu823181Ouy3qNtDAuRu6cZJLrkb+PupfKIIDZOFzYs8j6kCQK1pxkEKlRpnqWhIeoe6qWCkLkbZK1Thc3cWdWDsZ8llaCmiIgmUwJXimjRkODZekIGLdsZYWQs2Cu0H/+2eE5yMmQUiRSuf7KxnYVi5Idy2yiRE6GqaN38hTnjx6iedmQDEAkmYRqQDct1HZX0Ty5wMh2oJFPxxnzoI7R330E/7yvdrAFxKec61EtFiQ1Ibj9JfzaP/9n2H7jDgxjhtbjR4hnuTMeC843m/Zw+mQsBb2I8KNcSAYs8UUh2VAeTEi3M6rqbCRTtJNW/EYfMSzVNrF5Ywvtz04ENOcDqBgmVsw4ns48PPVmWKflNG38YjrGwRyPXBc908RWPCaeESkYuGPG8TPKOSJPcH6edKqAUtbC4dk5XJ94ZktY5aJliRv4yWf34ER4HRdTJZfHeqiJ8RbJJfqvJHS98BE3tJicAhKdIlk7U+naJd44mkcTRhIEgGNczthjJpLpDLLZjHwtdz7R5JCMPJtiMJ5IA0MslD7rrsHbNxPDAv799MdgcCqJG0bMkkaGfkmpTBJLyzUUS2m4oxaaPQ+ZQlHu8bBVx8GTZxhNWQKkEdoTwTmlDQ6veFE6nXNhoJjxEOf3HuD02SWmdLQITWlCSHkRxF63kMylZFg/9zknd2FfnqD3449gnnahsXh/if3MX4VCFloyhenWPr78L/8Utb1NVnHy5zrnHWy+ewOToStEYlLxx8QYuLtyZ4zsj+UZyk6m5LOMQs5aMXHJjZnLcmPkXRUyYBy37t7GRxyPTgMQCGJpsRGP4/EswGeOjWo2JyalUy1EgeGm8xBdTnMwxyb1OxpQNUxskNi8SN3RY2JHPenT61ElVRQjbfjB+QXeubGPasbCg0Y3EtvpuOx1pbuv1pZQyWSEOcSZ9AJL5Dhz6nB35PRHg6nIcdG7rJoV4V3SnZde6CKNVAm1iWQKq6sbQkSpX1xKCpwQOmJzNBtd8LDKF1QyBMuApWIKobDdif9qKNBmce5JPW2QPO2NYFhFbO1uIZWylEdUNodY94SfAKN+B6dnLYR6GqWyJpyBrJOGo/EOL2K1r3BRjpotGLqP0ydP0B268HVTrFWUsSZvsC9642K+DN2Ii3uDx9lq9wLdH32I8LQr89OFPU9EIJEPlyoUMHv7a3j3j34PuaWK2M9Nmkd4/KMfI8ztyjTJXnSOi2kQjbCiyDZ2/VTrMW2MQDBdJAjQ6wkLlhmiWa+jUqtJHUR4hQ8uX15F7dY2uj8/BBOo+SbzCF/mmHAe4oHr4HqCn0FZr2SMUHTQw3COg5mHVe5QYYhVM45zz8FYp3FpBksZCx+djGWQkEslMZwQeKaVi437pw28uX8Ntn8fJ52xSo0N5xiMR/jk6QFSb76BzaWy7PZy6tCPiezxZFIaEQZekV5GEgW5nO3+UBohS9PQ8meYziE7W9GiptTE/u1NMc0PpiMlpmOjloih31EaJxKnJcbPNGR3LKUsCRU14kkh/epz4o00A8uIfNYETyFlJ8gSyvE9TMd9dFs9dJ/1RI+ezpVQtJIoLK9hebOMT//m/6I/UmUPZ+9XuijdbgPNk1MMJz7m8SR0+sJEOhzOwysZD163CZ9B8dkKyitFNJ4coP3jDzE7IX+RsXdq3i2LMjpmMuUygrvvYv8P/wDZWlkK51HjGIc/+QlGEw3X3tqDETfELYOAsEh150pBuUhWEIpZJJvj2I03Ojnj0R5DOptDp32MTttEuVIWIZTIMEwL2zdv4uMnJ7BHMzDdMa/HsE3AehagPvNQipko6AY8znahwyIpFjpoLtgnhsmEBxJI9BiOqOxLpZEwOIc2sZTPoUG/yhl3V1XHndXPUM7l8NadO5h/eh+X/YnKLAxDIWc8eHAfSeMOquWySBee1/Ls1I0Y4glLCCJ0wmDDRbyy2W4Jg31iGEhWqigkU+Jcd+3aDWyuVpX9n5CLdbFvcZ0+2t2BON6RDMy8bzrAWfmKHM9a3EKhkIHuT1Dv9OToT5Mb6ulwnDFGfRtPHz6SrEqmXfC+EDIqFpJS42aW17Gys4tcMQenf4DxiBOkz5cK8f+9KJ98+AmmHp296NZF+QLTVE0kcgVxza2kJmg+fIRBexmlpRSSqTkaf/N3sJ80RRaR4FEUucAugskJJsdf/wq2v/fHyCyXMA8ctI8+xfGnDzH3TZRWV1CocefkcZQQ7Y+4cCyaXf5FrKVM5nQbggjMolprRnwpVBS7XM5Co1OXnZrm9HQb45/JVtZRu72L1k8eyGLjkbxhxtEKXbihhgvPFTGZ7K+LiJYwRJpeQ1HSA2s0cjM7gY8CG6RsGpvLVfFSOhaLmgUhl9MdDw+OniIRv4F33ngdR89O8KxBFlWAai6HO6sZXN77JY6DGNb395AvlwQfFM+hyDs8lc2KTeFkzCDSFEqsxW0bGwTPCdcIUWIL+VxaGjKC3yTm5ssF+M4IR5SCmHFk6JIRQXqJVAZppuOaCZQzFmbOGIOxjXQ6I3XoZWcgODAbNTqrHR5dCixHw3/OtSkboYtbeWtduTr7DpzeGEf37mHm0/OT/FBDGqgrXZSDkYO5ZiKR5rGdQSKbl5SGUq0qP5hGswBMcXb/Q8wnSzj4y79C914bE2YgxlghKjxz8XPRAyd3+y1s/O53kV0tI6CB/pNP0Ti6QKq0hur6ioiZJOyc7rMM8dTncGa+QCkq9jeqKSM9N2n8VNqxS6WvtxzKBIILFXTahxh0L+Vr8qWCPGzyHFf2b6J5cAK7bSPNOOWYjqyvIcFPE8xxOZthm7Egig78HCRP6kpTLtilpmEppPFXAul0DivFghzJyoiBX/2iwHe8Ce4dHCB+8yau7+yiWszjWb2O/VoVs6mH9nkdpq8J/JWsllHg/c2mhem9gGFE08SFlc2Ly7CTcWWGX6rVUORCftmSmj8rs3ZGXZw8ewZvrktEDGt7ToO8kOB8DqlMVkB8d9IXgR+lIur7MXtd8UXHtoPcchW3rm0IW91KExqK8hwF7jGRyuponzxCp9HEs5MmdLMAnfWt+E9dMSRke3NoloFkrigaDGYvJkIHnScPcem6Qoc3aWx08FM8+a/H8A+bGNhU7Sk5QDQrkGOHY771m69h73t/gvzeGtzRJZ798hfwghS2vvR15JfK0Jie5UZhmvzMRgwJU8d46iGUuGNFiJW6MvoiEgfoEEHeHs0BFlbMRiKLUimL04suRvOOkG9z3KX5MycLWH3tJs7/70fYCHVpbsq6jvM5FZoQOKgYxlDmuJHwC3dMyTwkD1O5YZiaLkc/mD2ox7FUqgrTJmPF0Hdmkb1zdCNDYGQP8ItHD3FneweblQoqxaJAbb12S7rlue1i7tiYnNrw6nWkc1no/JVKKR4jdzUjkv8mkyivlpEvRi9aZMGweBUkH3LUxcHjAwymzN9JifSB2eZM1yB5JZ/NIha6GA7agoUy/Eo0OJGto8B2jCG0XdxeX8dStSSwkM4btMhxpNUibXqKVZRreRzdeygNj5Vkfo+CCNmkXumiZNPCiYzvDNE87AgckyShlSbw9KnkLjbuoPvpU3gHPfRtX3YyvrIUii3CfaZzHVjdxbXf+yOUbm5i0j3F4af3kKnsYGt/V4jEvKmzgQPtpVrEoO0z42gnTDZgE2AI/rU4HrkYpeNntJvkHLpyo8SoUwdyxTLMRk8EUE7k/JvN5hEzQmTLK/BX8mhd9FGDjmXTxOnUlZ+fY7oLOt0aJtIR1sYJpMcGheykiPPPnSQY9jEcO2JvXdNm2CjlMLnsCjlhwUVYaG9GkxHuHR0iDLewWWFJkcTSyjrm1Zryj5xO4drMHXKhEcqajGVIkKQoN5ZFKpdDuVqVOpE+lZLi8NwXfSFyC9Br1XF09Ay2F8ruJnEl1HgzeSOThYkA3mSANqmChJDoRbkIqiZhg669UL6cU2MJ5SJD5FWzyRBUmWipugaYu+JF6Q1HcPUsyuU0EnGiEpw6jcWF+UoXZSpvwXXHGDRcGPS3TpiYTpS9SCqhIbS7aPz0F5gdd9GxfTnWMrxRfFici4bcWQA3X8PX/vhfYOMrN9F89kscPTzHxu23sLq9ovJf5MEFCJgYS6Zu9OZzzp5IkEHD3YggNFknajeYubR9UWZP7EZjJgM7FazBxSK2g7EEisU0Gm0bWjwutWefRlS5HGJGHMt7uzjpf4rMdI6cYSJneBhyl2XyRODjwvexx1EfP40YqKqjmSM6pv3JIWaPxEu8mNtBOl3Gm7dfQ9w6wKOzBiaukgAvTBp4tBMLvGy1UKVkgqxu8irjir2fzOelseMoT9jkHOtJyKlq9sR9nTS3hUlV5EW/mMPT7vr87BiPD86E41gt56UHoL0hg7L48o5GffQGPcFL00wpVubk0cKOngXFaZMhHh73sPfVN5G1Ivtp0e+oTUckSkGIRCJE++gxzs67SNMlOaZGm5wakcU09a6Y5Gum84hZpKQRSCX1nlR0Ylc2xq0mxp89RlAfoUN3Bqm5dPXA5IgDM8Xg55bxpT/8E7zzrRs4/eQHuPdZC69/8OtY4YKUhxUx7liczw3hGi5us26Sfp9EwvRkGqRZKqiIozKadAqozD/KME1amogJExcQxfWEMXTkS2W0uxNZTKIanCsYK5lOo7C0hvFOF5f3j7GmxVCh+SptS0j1CkO0/RkKPDahCygvJzIbnRdpMTDnAezGBfrrKyjnaWdSwlt30qgWj/HJ0xNld00LvciXiT9DzorBGXaxTL9wCtNSWfmcvMfKdUKlgbH+XWhrKGMQyGjO3VG5ZHBBKXkwHZ6n6HW6GE/n2NjcFjuauDCLIJ16q1XHeMJgJtb7nHIpI/8F/e4FoMhGycOziyb6YQKba1VhwS4Up3NxQqHDh/hNY9wb4/joEjOTUc82xkPyNF3YfoDiSgmx/uRqF2W/O0IqnYCZNKXw9SY9aL6HSb8L99Ep4j0HLW8mN5ZOv5Rz0zZEOlTqQZIFvPH738NXv3MN977/P3DvQRuvf/N3sLHDBRlZ4EXgJb3QdTOpRnIR+4jdt8V01/gENg20Egm5YdSWyIKMFIMyYiSQT6cvnxplpcrjOM1IZFDMJ9HsuYJhqpGkLyRYanCWd/cxbHXQaU5kUbYDJXFgugOdcC8DRcHKs0TgJhEs4t0W2GsIw52gddlEPr0J06TuxsLWxo4I5Q64Y3pKDz71HLGQIVGZgUvUPgWc4/eGmKXSMAt5uJGuRgwTYi81OZLAG9nA0LZFvI10uJF3vDi5WSksxS2JQXFdGyOSMZwpGp0u3LmG9WJehHVidCtPOJoyvcR5DAIHjVYbJ10H69evoZLU1VBAJ8FCVa78/ipld4inz+oS8WyGU3RturQx+ddDdW8HW8sWzsLG1S7KEQVGM2pH1DHKPcxpdzB9eIz4eIaWR7Y2mwMNk0hKuiAHhrEk1t//Fu58qYCf/OV/w2VrhtreW7h+Z1emAmp2G/W29L6ZOtDNTOT9HdkH0tZkkcTkO0Ik5UhMJhhyqZvJ4EuGJTliXB8INroIZ6CjLzMHe/3zaP9dmL3SN9JGwsphZX8Hx8OHKDsBCjFgQvVilPto+zO0LcbaxWG69LNUstLFtFQZLMwxbTfQr1VRoTuHQeZSAlubu6iUKugSAJ+paOQEnW/HQ3E4a0zVwpqzkaJvD8VcbKhcEm5NdTot4uSihSkND4/k6OUlw4hNHA3DuuOxaJOYUZkniYLhXGEgoaeuHTVfL4ysXzzoyGKG9V9/YkvsSr6yjNs769DlVHJh0eWGJYTsFwFGgz5OL9uYBqwfaeNDK6WZMNRLxQxmnQaOxxy0XPGYcWRT2RZgrKmuNDYdwTi+QGoyR3cWoMljhXhi9JDk5glSoCN7/TZuvbOKD//6+9AyK3j7gx2UV68jk6JslROTFz9swOSEsY1kJR9Z6IWY0zmiN5APuaDgkm0dxhT1Xu5l5LXImOSExYI+KsYXbhyEdDh9stLIZhPoT3yp45Rxl3oYtNnLLm2isNNH9+Ep0swOYmMUKgIzd9yB5yKVySFNaxmmJ1DjEpF7F/NqbTzA0dPHsNdWUcxnkU1ZstNl82UUStXn4Znc+XiMk/3OGpc7y1xsWHy4jKyzHRXCNFVzfspW6QuUTprQGWagAV1XCbPqrR6OqFniYggCiR/kZGq5VsPt1YQYuXJXZBipOXXFoKFEuE1eJBViqgKgPLR7IzihiWqhiOFwgJ3dXVTTcbXzOZ6EjtKj03EdtJodNHo0rCE0R8M9RUgOYwlc39tCPh6g12ygPZpG8t4rXJR0nFALLQCcERLndZTdAH0/wKUfSN0ok+cofWyRrxMrLGH/nWuoXzSw9uY3cev2GrzBCOlCTkge0kErJFzcFaaDHnwvEBdaNjy0MLZ7TDtoqgUv5QBpW6xPksoBeJFiKpi8ITICkwsp0j0/V07Km2qKAcBg3FairRfMEPl+fhjH8u41jLt9TJs2MrEYJpiJsQI/F+fqTH0gNMMXSg8VzKE+s/rsrHbdQRePnTGymo5SOok4YRcmUViKeEEiBelq/PlNSi0CemrOUU7qaBx38OikJe4eotOh13uxiLevbWBrfQnhsIXeSQ8nAxfjeRwlLRAZrkYLanqV07+SoQjBHIPhCKNqFek4wwW462vIpy3ZBbOJuGDIi8kYteRkaVnpHNYYHG+PkCjUsFLMymhzptGBw8V4zHzyEVodEpnV86P0mEQb1qwkztAaXDigKR3xGvMhO/Bj2atdlLR6ZgdssMhutlFwAnT9AEPamAjRSh1fguNFTg6alcX2V94V94zl/dvY3K5gPmqgN50jKwQOvl/s0BX8wGwchrVTsitriNzCicqCmUzVG2oKWDtDTPOjmbKiVT2Xb4m+hZCRmrZQVy07qKxmJeWNWRkkE13YPmtVNU9XFtiK+mUm8li/sYejyQMkxiESuoJ+ZLIkfZiPORlJnLTwfkTdtDoZVElg0fyKmGkwR380wMX5BTwa6NNziYReQ5esRgZhrYQ6Nqh0TMWQ2yyJEMsfO8oNzYzh+vY63r5zDdViEvBt9LptDB0PD9sTbFwrY9xqia95PhYT3FQGm5qGzUQcF95MXOGW8uvyvVnbFqwcYnQuZg4OGxZaUtsePMRQKC0pJrxnYxrGsVGtIEY5xkx5ZpJgfHFJTXiURBbVtpLuQb96stPpBOzYqNfbSG1WJb9SF7+pK44sKeY4iAOGJ5cwRlNcBqFQsGjuTkmShKtzgrFYkIaJpTtv4tpbd7B/5xYKpTQ030b74gKethpZmShTTS5pfzqBPRiKJ3gmxeiOOeaeg0G7KePNdCoBx5khlkwANJhnqNDEwdxISyu7qGFlw1z4lrPTjWokMooWyQZk82SzSYybE8yZ2LU4etW6Fk/zwvI2Vq6PcfbpEVKhIUC5+HNy3CZxK6pulkSyRckSISRiDkWYiFaAoQp4CiK7FSdyneDCoS0iXdFozsr75vsaDo5amLoBShwv5nO4dXsfe5s10DZ95o7hNRuot0f4+cUQXiKDkqnh8dBBQLCbHp4wMODnlKGCjp2kjtPhAI1BGduVrNIDGQmsbe0JH9ad2rAnNqx8BgUhGisfJ0p0mcyBwMNwTCKvmv/zpVMbj/Tmz/06WRpkCPCzLpYQrBm6zaYgDKsFHQOqC0LnahdlMpPAtDsQc/uBP48IAWpnYjG8CNkUBwhNR6Kyhbtffw8713eRzSTkBjijDlrNITKbe+JfQ/I6j0zWjJPhENPxVIi5xOc4DnTGQzhuCCudxLjbgT3xxSGWBFM+BE1zBAzmAlVHiFpVi4Ja6jPxcYxqVikMFcWVc2ID5IcS1lBTJ0Umo5CLUGgcS5u7GLUHmJ13YVGuIV6W6t9zFxNuYlRHCqr3UifO36cIi7QvOqwRshFfJblfi5ToubCQqBMa00tc0m81iYLeWV/F7o0tFEpZ0cPQDoX23d1GG/caI2HG727kEdB3Uxo6HXqog5/KjUawJGyYmoEtzUe92UQ/Y6GSMiXLaNDjfWajxPhlUuZUorCcMHQxziqlo/KOV7S855BdpNZUto2USKRQWyqhYGlypHM8y4uDivrlBfptQzT5htu/2kWpaz66Fy0MJ7RwjkycZGEsct7UG8QdU8tUcPODb+LmjTVYMQ3e1IaOGfqXio1ctCwVqSYcvSnsIUXyXJBzoZ/xqfP36SDBv98eDsWixaeIia66Fm8s9TcGJqx1Y3SoVW5liyZ+8QY/jyFZ2JBFdSkMOnroGDAa2CA8FOGk4uChYoqNRA4bt67Dcz6F0xqJf7gwkmTerj7vQjSl/B/Vyl9svDysBqEGW9fkWF0sVsGcNfUicGG2PBeH8QR2YwbyVgqb+7vY3l2BSUuUMIBrD2H3BmicnOO43pf0C9bF1yspHDw9hRvtijK80gzRr7PSXZjSWjy1Zg5al22kt1aR5Ax6PhMZNB09YjTijwjGMqcmn1NwT9a76uUTj/pIqiH/zMXDozpNm5q4BBXwuypNkarfxU3b80VJ6gaaMLeudFGOmj2Mh458eHUx1EelpIrUNDq/5noM1Wuv47U392HpoSQZDN0ZrJiHfqONWVgGn+mcIilZkAOxUBbcRh46mc6+2PTJ7mnbmDruc+aPPqNJE716mPpFIQlxymSUehDVjs9vitLV8H+fNzyLJC/NgJVMoMsQpgS74xdam8X4kp/Hyi1hZW8dk9FTTBlgKoJsPmzukvz8kRhjcaQ9N7MUA1sV+8fvz5UodY2CdRYXv9rTQsFAlzNpvHvnJlZXKoolQP+duYNpr4uLo3NctMZoOHPZSTfLWejDoQwrRAYSjXHF8s9YwGDq81BHlDY0zMcDtHsZrNYKUhsLtAQGn05h6koey6iRNP3LxaZF3b9FUgWPbrKByE7iJ5AYRNbhvjKDMPl9n38ungg8UVUyCBxbGqTPc2nh5wWPXl2vrr+n6/NxiV5dr66/x+vVonx1feGuV4vy1fWFu14tylfXF+56tShfXV+469WifHV94a5Xi/LV9YW7Xi3KV9cX7nq1KF9d+KJd/w9Y5XOiTt0YQAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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WATs0EEtCo6MwCvGWdDJcOvzcTEx5rT3bhKbF8FwHc2bsdECMX59i1vM1omWAaZKj1arBEi+tzks3TfmZ55SFgSRFPE/DstXO+Sw9pVg6YzjCQgWDaB2wDFz+2Efx/JVt8WJZGinoplKR+HCVOHhVD0ZG+Ihu/ClvKR6kPBGuMoOPpCpolyySHln9ToJzSW5UTGQYyuBo/Iapo1bhxdTkbyQzZ7zEmFJu3tNx3nuM4qkvhXo8Fc+dH18LulkZC4N4FUMVeYIij1HkkXzP+W/uMHy8YPZZZtI8HzmnMoR4YpHqkC386fcq95jyPJVxlAuFDsN14HlumVgaYiCmqbZlk4tZdhn1JQmJoBLlbiYOVBOYjYEZPSVREM+zy9hT/c2TsEa9fxHHGM6XqDWqqMoiUIftOHAdD0WcIEmVQXIHZazP0O6Z9+icB/+yfRvQ0xR3PvdFWJYN3bSBNEUaRzDtJx6KH7xWc6GnCWZBrBId/kK2ef5QQjKMg1wbepHKxeSvCB+t8gqVJZY/0AtIfKlDM03Uqy4udCuYR7zNhiwIBvBlXlAiLcVv49GeNjYBC7/qOWo7ZxaZiqGBX7yVRazia3ksL5daLrEVt2bddGCYDjTdhq470AxHdgOV1a8w0Kdi26I0WPn3Ew+6ysDPjXkFjUlsqLZk3nxu4bw+rmXB0EN5Dg0xRfYkrjQUOqFrvI4aikx5Yse2oWU5XNeGqRnItBxZmaWrU1PvSw86HM9gXWyh7lgYhERVlMHmaYiUcSWdiePKLpsmdEjPONHxTB0hvRBXbQnBSOyWJgiSRGFTtq6yryiC6VVKLNpEo+4iCyMsI66UcrWXgXr5L3msWqHx5oJx0Xoli+NtfQq6UAtWBes0PMM0JCeYBRl0wz7PurlVSOKD38Igz4189V376k2E3lCwWWV8RQlpCXSip0BBLxhBK1IgjRDHAaLALxMk/t6E7TWRiZc3oBk2NN1BntNTuTDtGkzLk21Pdg5t5UVVgna+s5wnW8QKeW4KYBcHoTAzFdaYOjzHQBjqsBhjmoY8n0aanhcCeE258ygUgsbDbZYOw7VMCZ0M0xJvmmTEKXVBXVZyNKvGtsl4hvRaD+26h8ezUF6f9kAoiJUP23KYjCBNArWMys7OZ2aUL1xax539PnxBp9V9XuFT/JBJGCg37VZLJ0gYgbGEiUbFRjicIjx3k0+2g/NaiabDdZjRR7BZyilyJLIIlDPlDeWFXCVRDOyJkfKi82njIEejCrjlY7Ztyns/idtWxvk/M8jVU55s92o7ZmWlDAl4YySyyIAiLg2SzwmQZqF4S03P4HimLNo0yRFHIeJJIJ6C3qze3kStsck0EUk8w3x8IovPrm6i0VyHaTpPznkVdsj7PwW2lhWpc6/KAgK9pGWg0qygbqVYLiO1MHUalApljKdwQm7lqlhRGiUz96KQeNTlzme5qDq23GO1balrQOQDhUIw/dkSy0IXozT1iYQNfAvTseXe0zjzNJNLKsWR91kLe99G2bp0Gd9y/Sb27j/Cw/1jBGVlZhV0S7AcRYJpebXaeSxneS7qtgl/vgShNTHhVSz/FKbHi+SZJrI8lovJCxSKp1Tbk6rYKE8pMAZjyRJjowFyy+fP/FvbsVWSU8amX+0N3+MVn04gGCPKVhyK0anFpfBODfR86RODZMwomGYuGbDGeKw0EsZPNMgsTRH403P8LggiLOcLONWWeHbJavMlTvc/j4M9B5s7L6PT3ZRqybvPeWUQ6jxlm+RqlAVqwfE8VBj6VOnRIzinhMgM2c6TguEODZQen39LfNIQmE12Id4JVttyGqWFCnc9ZtaNilRikjR5KglkCKDCrnC5xDTK0GxWYesaYoYJloEsShAtl08XxN6NfD0ro3zjOMB3/j++HZ945Tr+z3/z/8Tts+mTxKCMa7jFEQII/AUq9bp4N8dzUNGB0TLiLT2/zMV7LrhgZlmOlBUdnXBQjoiJjhi82uoldmKcUmbe3J5t2xI8zuaNsR14riff1fZjPpXZrnK6VZLw1TGlJCN5iCKjMfllgkKoyoZRyH4gnlEqU1mowGcxHsI7agtVDk15FcPSYbsm7MxFnthAGGE+X2I69aFbJ3KO5ARUvApc20MwGeDNL/8X9DZv4vpzH0fFq5anvPKSK9hCfQ7BjXUDVlWDxwoK4ZdsCYu7BUOXMoxJ00zCHCPVFf4pcJkGQzweP1chiQ7r4bpjQM9zzJYhgihCEMcC94mfOzcqhm5AFqeYBjF6NReOqWORQHbM5ZLhC2Nc5vbq4Pb/fo/3bZTj+7fw7/9pHy8/dwHbF9Yl8xoEybnXk8xPZ3ZOT6MyzUIjXlaBWWSY+iqueLdRPgGsuW3wefMwxulkjmmSYkTQtcQo+QFX2SNXvRglC/62Jds18xregEq1inqzBdt1y5LGUwW6c8zvvZ8ul5tZZEsxxiwJEAZz5GkM2/GQ6VREm8D3h8iyWDxzrd5EvbEuPwvWyFKrgMSq7CbXgbGZVcPa5rqK7YocwTIQyUB/sYCmW0iSFP58JOXZRq2NIp/g/u3P4vD0EK9+9FPYXtsukahV7F3+m+A334NoSELP5MP3F9DMVAppFheEpYzSYEWGC4hY5cqsmPiUMSu9IYkUB6cjGFUH4/kSE5OGZqo4cbWfSVxZgvZceEmK8dSHt1GVZGfERJbeu1Aw3rtu9u+gXPs7yL51hOMh3nwzxHPXd3Dj0iaCB0dYxLInPwVZPKmK8EJUqx4Qx5J5r2gY58dTuygvHre8/niOX5/fl7iU7CDF6mAFpyyNlV6S7BPZnmRbL38HSEUhjmLJ5J/GHd/tGJ/eulmB8pFlc6TRRFhOw/4x4jRCs15HsBhhMDzFZD6ROi5ft9Oqyda7XOwhziLiEJhOZyh0C93eBXiVOgy9kITP8+qw3YryLnkO26HDDBjUodnpodbYRZGm8McHODs5kM/LhO/R47ewCBf4fb/vu7Dd21aL/hwmUskXEwcFgGsSM/KaZUmOWUZhLBedJMdkZiBKlCeXnWbFI5Akkzgwc5EcYRTh9Vt7eItCB2EMvZrCqxCPztUCexrKEwINs11gMlkiv9RFvWJBm6prK3dihdSsqvpyK55x9s0LQmOIfB/v3H6Mq5e2cGGzhwdHA4UNlmUzqeiUK4IVh3rVQR6GWNCrvrck/NRhMbsPI4kjkYYK3pC4sdy++Z3xE2vkNEwBxw2pWrACxCBfEpySinUOLa4Wwvk1fRJfcqvO0hnydIFgfoJgOcfjh3fBQlKzUcPB3ginwyHCWOGrpmOi5zmYz5aYjB5gOidtqxDP6NgeNrZ25f2mJ3sIwwXWd69IjMYkgvDRYjKEHyWo19vYqnSh2y0Ymg3NqaDaXEc7GuPw7bcQ5QYqjoXTg/v4/Of+M77pk38Yvc7aOZKgnKVUE1RM6QCO68oiDeIcUcSkRRkGH2NGrqWFJD0EziXsXXEH6NXpMRkDM9mRrxzwl0gqzfNq/iomXAFScn/1QlTjIuMK2jUH+ordJfBRKT1TxsHc6bxS8e2ZGSWxOYkTCC1EER48PEC94qnKzSrVlwxLGY5cM8tCzTURLefK2M7zCRVsP20gXLnLIJJVKQa4AmpLrHMFRzyp3aqkxnNt1F1VTmNZy61U4HiugpXeVYF5z2ooYmTpBHkaYDp8gMhfYO/xIyySBDXHFfnlqR8Kr1AlrQW6DQ/hbI7JIsIyZIxcwHVcSbYsV5d46q0vfk54iJVaBbPlErX6HtqtBiI/xHjuY2fnAoLxHkKjDq9aIMpPBY+dDvcx90+RZEscnE5QqzWhFxlOTx7h/oOvwLW/EbUK4/RV5lDCMxI1Kf4ADZClUN6DJAGWUaYWcVlSNAxVDl6RYhRyovICKQMUJLbQSHMUSYplzDq6/q6wYcUfWe2M0WIJPwPa9YrU3yUhFILCikLIxxQ0uKoMPTOjtF0PaaJSfL5pGqcYRlNFf2LMx1VrWqriy4ujG5IFVx0T/jREVNaxnxiKgjNWsSUpbQuRUS6JFiUQK1uzMIPKL6l3q9WovMDqeepicPEIrYulDHmvrxXHENgeCVA/Pb2LyfQYpycjTJdMchI87g8RZaRepedegXQZ29BwfDzDPE7Ey7iOg5RBl5YjPpvg9lsP4FQc1GsepmEAYzSWJMyzdcwWCTzPwfB4HzFSOCQhV+soogCD+QJ+FKFa8xBFPqI4RDhO4Rk2RqMZ9g9uYa27A23tgiRyLKk+WWf8nLngnPTKUuEyMhXiSAJoIKLjkAycCSRRyFySGRrsOYhyfktKz1mk8EnGFkILHycI9AQOVOkRodkY42WMzUZVkh2WEx2N1DeiAMrrykaRpwiD5NkaJW8035AZ10reTlaBrARDLorELLItqISEVYGqrWO8CMstfuUln3jIFYjOWChKFGVMGdmqiqNKi09KjGXJrGQE8WIlJKZKIE8PqvJJ9RZfo4THW5L50IoYsT/F/t4dCfLnkUINxvOFeIplmAjOSa+wDGJsbjXhj2k8qYQOTAJiKQZk8PtTDKdzdHp1IUMQziJ4quWFxNL9LBWDYRjQzwnykwHuQ9eHwvgOWB+mQGrNRZqVyIBGiIaMmwR7R0fYWH8LnfY6wAKNw61aea3z+J0JIEnWji0VmDzNYdux7B6GkYgHVKgFjUSRm1doRv4uRp4mdLWsjM/PdyxVkVR/e26SGvSswMyPcbFaQdU2MUky2bXoFSVrT1P54jX9n5Ba/68bJTW+NaL7UodWf5YK+Kq81KoOLX6ufMyrMoPTMJ8T7X8SUArM856EJwxCuXCKvKuM+hwKKkthq59X27eKX8sLWeKiqoqkvyc8eNfyQpZNBfw93LstxpTmGmaLKUbTKYIoQRDmqHou4jDGcLxEo92EhRwzn4mLKSD/YkECa4bpeCZxYqfXRK3iKhKE3L0cvh/L71yPzPBCiLGSNDCU4ZmUCQSTN+GfFkAQMuNXXi6NM0RpguVwhrPRIY5O7uHm1Y9hGS7hlTHk+QU0CJzXodkm3OUS/TCSxSHQD5EKeqyMMXqOzKA3VLivypKfwD0rJ0HsgAtClZSZVK0s9+mKaFnZmfkomi00PRenAdsnWEenLSgnQvD+vADwLI1StuRSBPQcdF0RBEqS6bkxlVUX13OgxTHGs0DVscXrkQH05DnyfKHNp+fJzIoitYohVx5TYZUrr8k6LxeCimEldiqxzNVrlAHTuz5Hns2kJEgv2R+cIEq4TSfS27JcJhJHkZRAUfzpLEBcGGhWdYwmS9i2JlvT0mevEhfbAtNlhGqlgjhKME0yhDbLa4ZktHM/hm4baNmqxaNe94TytSB0woqPEBZkGxLDzYpMSAzVio0kVSypRFj9Bc4mC6yN93AhuCFbODP4KqtnOrfJXMD5mImi72Pp+/LY6lrQq+aZ2klolGyPyN9FthABAPV8ekgGpCWsJVt2aa1PqCqqoiSssQJY8P6ig3rFgT7xkUkJlZ6V2T5DOcVmL8kLz9AorYp4gST2BSRX5afVynqCBYpx8sRNHXXCQVECP8mkf0fRF1f8vJVxrZgvJRvonC9ZxpPl85Thld6YK99cXWRVA5c6t+CVZb1bmqvUVrOKK4vcl+TG0CwsJn3pZSlsxeIOQzK5LVQsDcswwOlggWUE3LyxjmC5VAlAqmPBshn9LJnu/YnQ97RlCDtVbHuGs/4iRZEBgZ+gsWEhilOYtlpQtboLxzUlPEhiA1EUS1a/udHEbOKjUrUxmQYYzdi0lcvf8kpPp0sswxn6oyNcu/ic8FujOFKsnixDnpJgzSoTyRQWisTGzIikgMAvekd6MCMFjFyXzyPXVTF4JWZm5Yokjtmci46FUBVL8tqv6m/SykPvl/PzKIpcEiaICqBec+S5JMWQ1MFIRNefhGRfTZb+/9Eos4SkA7KxaSjKEyjsSa2AFRFHUHwahGmh5tlIliHCVFVpyJ1ckSuEQfLUNqyy6pKKtjJAqQqUPSXld0luGMSbzLYV6eKcW7kycmWCT2FrLBtOkUV9FDAxn59itDhDtelhdjSGH6YCLS39JaKAdeMMsV+g0rBhI8V8GUrC4tODlNyIwWgh18Fh5UiAcXojcoIMdL0O2pUahtUxZphLiOB5FsIolLIfcVRWq7qtOprNihQYRsM5ojzBbBpiNA1lIbMuG8W5vD63dbKOBoMDXN69JhWg+XKhFueKiFteJ4ao3JWY2EjNmyXYjB6ScSUb+JSxqBizvAcsM7Lrkd2IXOjSasK4uGwMW/FeeU3Z0SquUPnNNAyl7OxWPBVPspbO6t65jXA3pFE+Y0/JuEIRbml0BfLzzsInwLWA3ORRMjY0TLimgeUkkPIVP5Q0KJElLRGdIpqqGLFssaWhnRvYU3FqSds3zj2kei7/TeNUGaeq+qgaNS8C41O+CxGDqdDKwkhta1mxRJ4EMq+GxAOXc2b6Q3BYRivzcKHmIannGNoLDCcL6JYGI2UmSeKDgTCIEUUZKuQcQkMld2DqJmpWFZvtHhpeTVg3x4tU2gpiMvP5eUOycQJELN2pqjl27C5u3zrB8WwB16bxJWIEEm+SYSOsKSZnajsdT08QxQGqXhM2Ww3I0CLJl2ERqzes1CQKJuICYCjBMCczWQYm6TdDsrreNCBTgec0OYuxpGz7hIZIms5Kr6gAdPpO7pC87gw9SJhh4pPFCZZhirZjyfWJzz1iGXKJgSvm/jM1StX5ViYX9IjllrgynhV1n1u7MJDzHIOzCUbjGWLGGHwz18X1GxehTecYpzkqKDBeBGUvDSRbv3lxHfUCeDSaK6qcTvqVwuBWRqtaakuKGktp54+taPtc0ZFk2YQiDL2ONGW5QUcW+nh0/x2cLX1cvnEDZ/f28Q4JJnGOba+JNkzkcYbTaIi4USBIUrQcR5IGxoHLIEH/cIq5H8BsNNFpdbHZ7aFVb0nNmfXig8WJVEj6wVAyaeKp3IZ5bpmQpPlZXWSJhi+/8QjjaQjdsxDYusIAWW83lGESWuHf8G8XfojMKjCcDFF1G1J3D8IABVtshcZnCh7IMIbFBF4bElUkacoUMC67jKAWZfLIuo5RyKiUyxsNpNMxlnMf7xwOMI9VNyMXC/t/KraO6TzE5WvbCE5HuH00FBJHnqQ4ORnDT0P5+d1l+pUXZ1L3jMuMK2+0qnZxm7JcR7JShYsrw5PaJ/8RxXjnncdCBhXaqwZYjoe1dhNhHKG13kM3ifCVBydyB7haK/UqPvLCJdTDGKluYLjgtlBIlYaxk2S25Zf8W8qNTwgaq3OExrIht6EaDLMl5Ik0XWB6tofD/h6sZhufeP5lHN2+h3f2DqA5Ns72T9FYr2LD8TBPQkRGgfHMl7ZRbmXSZkFvQx+XEr5x0F8O0Z+M8ODwAJ16C9vra2g26pIxS4ISMb5zEWWRavZnzbgElGfTAIvlRAw2DjMhbpDqpq/aWTWNpWXxzuK9NOqjT7G53sPx2SF2Ni6pkKj0ShIOCQvfgBaTAVRm3VzQUvHKkWWqEmbl/D1KQgakvt3pdbC704O3WYM2W2A4WiAiHc+ysN6pINdNvLTbxudfe4hKxYNb8xRxRjLzDPuPjgRxIDzHTF3OSmAkDZnsniyKFL8L2bf0hDAuLqDbFtY21xCNRsjD9CmafkneLVsnVu0MXMkkUrC3Y8IS1uEA4yyV2Iqug27ftR1ULQvpIsCCEBFbK8otiEZprgBhm0DxynOytFh6TJPnQfq5BcPqQtddpPkM/mwfx/u3EeRzXH/pZVTMNu68/jp+7YtfQW6amJ7MBQDemwxxYaMqCdAgmMNHhm25+Jp4OttipcjAlY0NJE4I33TgL2LESYZxOMf8EdtBUuxubeDK5hZmcYBGtY6jYR+JeA9FWo4kPmSsaKFVqaNnt3EcTSQsKqT8CTHQlH8kpW4FaM8XIdbWdCymA/iBjzpZREJWLD2TxN2rOF1dG14jXi/izJl4TAVmC1FYnIsmxIrD+/cxPNjHJ166iC3bkjKn4UdI4wSHxxNhI2XLFNMwgzacw2N9oiR1kAHE11+llcIIknPiIlReXkFPzzjRMa2yK0+SWUUKGB6fvSuufBdN8RxCXPEgCe6aUgGgwEAY+4r0u2q11UnFN2Gw7BrR06i4SMWSii/JWMZgjGSV8aewmy3JNh2X3oVQRgW6XmWEhDQbYTE/xmw6hFm3cG3zFdi5g9tf/BL+x5e/gkjXkPghJgwhTODh6QA12OhaLqZ+BKdJoqviNXKBqPZ8HbtrG9IKMjUXCNspnGoTHW8XbmTiwb27SKVPR0PDraFbayGPEuxHA9mGiW0KZCf1bQebtQ46Xg39B9MnTXSFqtxmT5VcJZEq+9ttPcZ0NkLF5lyhVddoWYYVozSeUPvkGjH2zGBmuXhM5YhLqp34BEXwTZMEyyAE6p78neCYRa5ad9ME/elCuh6JVLDBTIoVwkHOYZCkUYLsKn8gQ17iO0UAoVd+1jglPZlifyic6ryNoaQqrqAeVat+An6ftzKUhFzeXa4p+TBPybNw26l6Dkxq0kTELFVliFsmVzpbb9kMp4yS3tJAhQTitgfHZRmN1RcapKXKfukASeLD0Ctw6jO0artAoOFzn/01fPHt20i4zccpRhMfs2WAsR/IDXkYTDGJAravYbNRg2Vp4EawWnGWYaFWq6BtutjKelJAKFITZmrC8hy0Xnhe4jyGHHa4VDAVr4F4P7YZ0Kx5w03U9QqqmossSuFCxyLLRD+JWzJjQKG+ycJUOwF3JC5o1zMxm52gVe9I7Kj8QZnoCWRGozRV4mNlsDMDMbHTXLF+pE/niRaLpLBMWqTxLkqAhouKtOfqshililPCK7QD6S03Fbma3ZNSkBAVDOYAKiwoWHGSEyvDOVlYz3j73rhwEVq8lMpLnCSSFT4pcz1V4C+rLiudIAXeKjyRhrUSyGL9luWwFeucWFrVtWRlxtQhKqsyq15wj9USZsGGaptoN6vodlkHZhclg3tHNU8ZXNlziaksq4kgOZb5hsk8xRc+81m8s7cHzbOgBbFwAY+GI0yFCJIJZWx7rYfZKWlo3PZshCn1jzLJRNMiRRpm8jtNYlpTLqB4gCKDlijiL1t+eW3alarUwKMkwVZ9HXNu8fESaaA4p2kUYG+yJ3CTm+uYMf7WiCEy/lMNaLyG/PxcnCyFMoyQ7sNojOHwFLvbl86lXdR9UDuLImiwiSxFYlCYQMHgvEakz/H1SRXka6nMOpV7x/vKg0knd6JUsF5697IwsarulJjmUjgNK6kWbqIqcVLn8xSHQTiYz9goexev4+bFJrxkieVsiv39MxyOFmJApNKvFBLYakq/zQ9IUFswL2aApiEuP4t545SiGTmSTCRcSxGEa+RAylbCPhtLXD8hJOJ47VYbnW4LrsdYKYXND54qIJcNUooEQrU2H4ZZlRUdBMcCWk/6U3z5S1/AwdmZLJCFv8Rpf4LD/kS2mEbVw0IPceXiLtp2BWfhCFaDjHZNSAlxlEliwq7MJDURcG9lA9gTftx7en5KZhlDlgK4vnVBMMiRqSEbRdibn8J1qwKwm5mFg5MTJGYOtFzoBpvKyh4alvG4mKk+kiYCvZBFPpn4iIsp8sJBu91Fs9aS7VjErGiIli3VlsxKYUs2TBKLAU+rwak00Gh1UKQRJifHODg6E0wRkXKcAkUZ7KV3ULEdZEYGj5k/ySrCwFTVnxS6lDrdXENqpNDIpipboomHSuGjxI6Z5NF2CV09U6OcnR7jpG7h+e0mGuRIxjliwztvQufqEYZJyiaoCqpGBn/uI9ctke/jaqnYlgyXV3QoXbaa+uYGLjdsDCYzNCuu2k5KhhGN0nU91BtNNFpNdLtNuB4b4UPkDLjlg3OrYksvpevGMO2WWEQQHolXHRyf4Cuvv47T0QgRy4lBhNP+SOLIRpPMFgNhnqHXaeH69hbO9njOGtotT7wUmULLRYw8UaTWzc66bGeprnC9FclQxX1Pd1mokKVRrcq2RuC77XjCGGp0bNTra6gb64hGU9zKIvRzH3lJWLbYP1MUQptjLxIrTnla4JWbNzFJIviLEKejMWKCxYaFm1c+gqpbU/Q0U0EyykkogQfHraiKFAzY9TbcShVpxJ7tBmpzH0FM9RPGhsq7FRp1iVy0WsRCDXRdC/cfHQoSwmSN15dygPVWG1YlEqx0mRbCgtLYklFpYG2jg7ZnwUGG/vEZ9odLWLynz9Io4/kE+7dTaOlFbNbIZhYoXUntlWwTFXMauHDjCi7VChzunSCrNbHdrsDIU5zsn+DxdK5iH+mws1CvN3Dh2i42/AU23ByIIhieK5xGvl6zu47dC2to1XVUODA0L8tmVqxCA+lqjBHHpzCcjhhiHJ2wBIXD/WO8+c47OB2M4Ich5ouF9CrT6Le31oWUmmgpPn5tG+EshZY3ZYtrNhvwHF0uNmmkwSLBZmtHiLrMpru1OpK8LJ2u9K2kNfbpfslVWEPPwqqLEpO65G1go6gDkY4knWE6PcPSztBqNLBkRm5R7EXHYhnJQvYcC9PZDJevXsFHX3oVr999E1alg2968VM43ruNx48eIAoSXL30PLrtdehsmBMgnHG6DZMgN6l2pByaDiyPsjY6as0GDI2EYJYmC+RjFTIwy85pcO0WLte3kBoWzMUYx8dnSJgNZAoINx0XV6/uoq5n8CcznCYGLuyuIT45wlEA1Hsb2KhbcJIA6WKJs3kiecMzNcooCOUD3Hndxx7jDameMIajYbDUxstOFjQb7g0JfJ1qDXq9IVuoA0r7qeB3BS/xOzmJBMfBuEove3vKMiOzxnbLlGzT1Lqw7IbaMlXHmvxb2g7SIaDRWxYIwxNksY/JeIo3b70lHmUZL7EMlvCDJZyqi1qFDVk5NFvDN7x8U7iQflHg8eEJbNtDsWRNmGJNqpsxXERI7QhO1USNwq2soKzSvVX7qOgMqczzXST3kuxKwjOfx89MnI+0sJE/xdReQK+wHTUVwrKmawgjUs0yUZvgwuHWt9bpivhrxbJRa23h2vVXcf3ycxieHeHo5BHu3H8H9doJNtd3UKs2JIZnzMjtnqB/YVgw2FAnsJoi17BMyvsmJGXS9MQLErcsZAdhxFxo7IOivpMBk222JQAuGqK2C+auXERBRMek2pqL6QzT4RRW6iJfLjGchwgZD88Xz9YoVc0zRRbl8NNY1VBFauVJU5dqcV3i7hsL3BdQV4PlnMFxTGksSv2ZxCQKtlBJDLPU5WSCJA5gdBwkBZOKFJpFBTbWbEOEcxt2ESBnVeSpWriIYBQzhNEQntdCnAyFlHB0cIhb9+9gMJkizWI02y6qFDNi9s5YNc/RXq/jpetbOHxnD/dHC9TZ51yl5yDVKpVqCxO6KElRt6uwKfyZsL/5nIL85NoQgE4SlQSI/J2mVEJW7Hdei1KRoiA8UyRI6zmMlg534MIIY/EihLqWETFMVqEMiXXZokujGZyd4rTTgGbauHHtZdFcIql6++JNbF24Luq8k/EQk8kY4/EEju1KlsxsmiVfx/VQs8hFWCKiMp7cy0jUdSX+Z/2+9OysgTtajmA6xkIzsOauihWqp4cGydd5dP8RHicqNCEqIIszI0IQI8mHeMiELaUHZptuKsniMzXKFaV31RwvXXR8WCTiqFupIRH4JxJ1BgUFGbCiGFmlCocfJGHGriAixfbhB9UQzCbSjGTARpRngqVVah5stwO7Upcaul6C6Ip1rpQx+DfhksBuCsOiLuMED+7dxuOjQ8yjEG7DxrX1LcxOx7h7MpHtnx5h90IXOy0Pt9+8h7ce91FvN3DjlU24IfCLv7KveI1+IE6BnqZZrYlc9WC6wKMHj1C5fgMVCrM+pWvAhIxEBTa7paUSiOXS+yigmlUZwkeZHqJ6UUdrow39KMd4lsB2AqRFpkgXKdkUBVzXQa9bh4UCZ7NIeqxP+33sXPwI1jpr5T1ZhQgGXK+OTa+Gza0LSu2CLB1+Z7N9mZWv1DTylKoiqkZtuhU0mY4bBkaTiUIZSN7gdU4DpKmO1FStDordpfTopHvTD5BFMfyYxs06vWKP0ctTMW+lOyXZvexsz7jMuBLdXDGQV/0dSuBp1U9DeEFx7SSTo8dJU/EYxMmEl1FimMrjabC1QlpTPY9bSobUjOE4LOfV0dq4jvWOi2g+gW5WUalTlkWROxQeFUtiYUQu+gf38cY7b2P/dASraePqc2voOhYe3D/C4+OxJAHdlo3t7RasKMXnP/8OzqZU9TDw0ssX8OJOD1/47D2Ydgy3MISYTJIynZxLNrepwQo0TI5O8bq/xNWbN7DW7pTy2E86SYVlUzJzpG7NQhz5m1qAWF9i7UIN9baDIAyF2MHYlB5yOgxhOgZsdknGESoVB71OVfiofkQ815Tmu4uXritk4mu5jbKKIn3qjIjKB8+5uaWyhgiaiuiqDjvX4Fbr8CwiC+SV+mKUmm2jVXWwmCUIyY4quZnElw06IpYUk/hcpkd06cX4nhCCV+/Ha0O89f12fv8OjLLsnjlv4CqVMVY9NeeE36fA81U/uEZWSaLIwecMFUU+RRTIdsUwb4EJ5mmOMCZGVgh8lIaaFPx1k8bLPhdFjStAouwI0XKMO7dew/0He9gfTXH5hS28fKmH5WCG19+4j2WcIEtSmK4aFHDv1r4QG3LTwu7ODkZkASUa7r21j/3TmcSonTYwHCWwMyqQAamhoWLaCKGhUa8iGY3x2mc+g40rV3H10iWRN1EN/QnmwQyOTnpagLyWwesacCo6bI2xnYF6k/FbLgkDq2SdnodWw5Yat2yrCb0MOx4doe69+OJz8L/4DjQjh+2mCMMBinzn3Ekoayvv0SrMOld3eULfU703CuDmYglZ6uUulqRiVAllZZi9EydlEKvpQjv0FwHChC0WJTWwfKeVMP+K7C0djLSGXEdR6qezYqBzYMBTi+KZGiUv0BPVvCfebkVZW5UZV1LRKutU/Tv1Wg11M8ciUjCFYosrcu58MoVrUcpPg016R2SVzf0xotkQi8yRJiaXLRMpQ2oblk3h/yHODu/gnVtvoD8aY7xc4pVvuIQb7Sb27x/j8dlYPMt0EmDhx3DjArYkQybsqof1Xg+ar2OEECcHZ0JsjeOqVGzqVVXXFS0jDZjrNmpw5O67ngePN20yxN03X0NgLHFhoyedjbmZor5jYnY6Rz2two1NYJFDczVUmp5sqVT04EUYjheo1R00mi76/QV2Nps4GcywyCmDUpE2Ei6kjY11rDUfYBIn8JdjnJ69jc3uLly78ZRRlsB5qQK82q0EIOcXQwr5TslnPpYionw0t+AwRhwupd89JBGGzxVoS/XaM0aez32REhJyNaH0UgabkB6REHZvEupc1b1F25wlUxroiq0u2ySerVGuhEtXBF1VqnqiXVgSyEsmc1kDLVSGrZVMdSYJSjJEhy1iAirOEY/hOqjkxNqW5Wrk+JM5IkNNOkhjypEQv5sh8Ed49OhN7A/3sLZdR9szcX88hrvM8eVHjzCNeQHYM1OBbYRotQLpi4l8oNVqo1rxES5SONjGutdAXoRo10j4qGPsH8N1YjRqLkZBKMRmQ/cQuE3MjQGa5E3Wq/AyJXpvVk0UlRhZkcIiBtmtoNl0EExC+JMY5tBEMbMQVwukDjmdMVrdOtbXmkjiDH4QY329jpDEh5MYVdeU1gjWE8hSJyd0e3cDwf6xGN1oeIjp9D7s9nNMp8qwQYUzq+Ys2UYlpqQx0vNmCsCW7yqk4u5EyIvJHJ0aWymUzlBJmWMHK8uUvN9qp4clTHOlOSnMdRYoZTqHmKoSGpTXUE1z5x5TBXm/G9t32cKw2r6FGf50WZEQpcLYnkhLqwy7HKXzlGjnijCgeJGVio6GUwESo+wdURR8rmTGOQTMbTeCW9UwHx3g9Xc+h8CO8cLVTdgx8JkHxziYJwjaVXiVTfRqNeE31is2poNDTBcaJqNIepmR1REvBjDdEJbrYWv9OSTRHMtwiiAO0G46mPpLdDt1zI4jEeXyHFfkYEaVBsJ6D4k/RWI4iN0WzvpMJGJ010w0PBtplAjkY3Q8BrsMrJFEOQaHUxwPh6isV/HRb7yMjc26xJIMS6SdIIiEad7oVCQZIzyURQFGk1NcurQjUi+TZSCtGbP5AepuD57TVRe2VDRbbdcr77jyiudfzIRTVoWUYfKLSAcNLGYWXoZb0u7BPckuW3TLwog0kFHD5lyHRd173kfBWrQVaYR2UapqnFPxlGzNMzXKlQi+In6UbPGypinNdOUWrrJqU1HjpZ+bN9WUgUMrpQuWAIWYUCpdVGvMHtmCqoYrMdOrVCw0WwZaHR21KokcS9x7+3X85le+gLxu4Pd99BWY+QbCrI6PfvIb8A2OB1eED2YCSXDbiaI5vMYGNHMB2zHQSxkeGPDnbczDE0TGABna2N7YhK5tYrmc4PHwTcSphdixRaedBGXDTLEMFvBqLZFkGUxn2F8kqLgOHh/NkBZtREmMjY4rEv9njyfIAg1myGFUFgr2ppv0fg7qcQ3zdxKkgykqPRuGm2K+CKQsuCaQTwHbZn8Tn5/CNIlZ+thca2N5xLgvx3w+wsx7CMuswqLWpdJlLA10ZadP2ryeHIqFtNKeP1dnZu9O2Y6yatnlnyvVER1mRpaI/EX5MuVerfH35CsQq8xlJ2OixwpRKZpyrgOr+sCfNfO8FOEX1sqqueucDVQqYqx6bCxLEoKaDhl9IQF0qS20kjc+793mY6SkVQrkvgavaaHXtgQ09zwacIJgOsAXPvdZvH73PnzouLJ5HUV8SWLAItFkZo+pp6h017GxfhGBPysXRgNxEiL0p5iNT3D8+DamiyF0K8XiKMVcZAcfy+LYaGwiiBZIEcsimM8K6c5LNB3+YoDINtFrdDEdDHDvwUPMoxSWORet9zRPMRioC379Yh3LQYJonEls6mgm2DSxXm1h42q7bMIqUIwNBLmLxJ5RkRZ1zxXQPJVsNYfrmOI5mfjM06kUIyxavDCI2Po6w2R2H53GDYGE3iVWfH7Hnta2W+1qTxr21P3kNpsjZ3xIf0c4qJxrxXsp7SbpylOu3kS1m0hiw22dkzl0ivfznNkmoTiU+XmMK7SbZ+8plSRI+b00yCetr+oDVuvsUfEwOJsjXi7hl+IAbBOQjZ0X/Ckiqhgm+0dgYKEtEFZD5Mspzk7m2H/kC+4VhwlOjvt4cDCA1eji5o1PYLPaw2JYIDSWivRgxrBiA0atjnqtgVqjDX94jDBPYXp1tHq7aHd3sbl1FYd3XsO9+6+j2iDEssRkcobJYoRZ+zriqA/Ly7Ek4Ex4x4/R3GyjaWkYzUJMx2MM+mfQswx1x8Tuzpb0/swXviRFb701xN5BgI5roppTVrsqFZnJZCKSiNQlB2NU6Y8H7FxHt3sDi/gYD2eHchMN7jbcKNMYesXFwo/QbHiwKiS0GCKGwFiQ7cv+bA9jGGg1rkmo9PQWLsb4FPFa/bzS7y8b9UjOpSg/hzkZBUyp1qgmPxlfmJZyMGSVlE2hSiRCJTvKG5Y9OznJy5y9UwjlTRIeYaELlC0y1WQaPVOjtCgVTK1vgtxSwVHG+UTFgl10GSazQE5CxI5sTeASGpciI6vyomRxFsUKNHheAH+yj/++P5DuPPZgK1efI05y+PMQR49PsTAb+Oabr6BptpHG3C+Uzg0VKRjLSgM9ZzqGC7gE3GtNDPfvS99279JNeNUanEYPF1/4etQrLdy7/xbuH97G2Zy937Fo4jAO0s0MYcTVXZE+gbOTGW5e3hRgOch0tJstYcMfnhyjPx5Jf06nbmBJlTbPReQHGISA2agKWBZRrzGMhFiy9EO5ltK6QVKzGD/JHdT0ykWe2zSBSxfXpWLDeYs8n0ajAs+uYjkPESRzhNFSaHTNVgP9wX2RFGxUd2Xhf+1jlZwqOqAUKugNBbLhd5ULsG+HRitcUMuCH8byOyUh+IQaJ1whSWhWlX7VZUAEQu4tt2tNoQBCTxTRBUrOPmNPyZSe8YOEwFLsX1Vtnhgmm56pLiHxpqmh26ugWGagwKPC11l+0+BVWAOeYT47xoMHJ/Cp6/iuHnKVQS5mPkZDH7PIwIuvfh3Wqm0VwJe6k6v5LoxRhXkkXZSqjKjbHmyngsX4DP50oDofHQ9WtYHupRvwWl3s7t7Ag4dvY7//CIvlDNPlDItJgWp9DRd3n8cL1+t4+80v4nQ4wNWLHRyd5HDsLnobm9ja3sJoOhGh+XqliuTgMSazpcw1tKhgFhM9YAmPDWNKAeSd27exjDgslXCPhZvXr2GbN8FzcXntMo5m+7hwYwcfe/UGpqcDKTmuGs4qjS42tzP0J3dFtnk8HePC1i56vQ5OT24JzthpXJHZll9lkqt5RfR0rKiJbEspq0jvaJRbcqnRVGXvlWFgycSwDLPUoYtwhPheJlHK3stxhKouLtk3KXoSCSj5w6x8P+K3z9QoPceBY1PNq5z+Ku0NjCPY6aaIuxJ3lkq7VY5kg455HKsPZmpwPJJFhxj0T+SG+oEyxtV/RIKufI2EYqS6iVazCb1WwaXe5rnalxouWkiDFoN0UfKlx+SimEywpEcnUbXehjEZYHT8GGnoo9HbkmRF92qo6AWcRhMBMtTa22K4R/09aO0NfPRj3yQ0s/37D5FceR4P9t5CqhfY3AD2D/twrLZk5FcuXEI4n+D2vTuC2ckALPIsC2A87GNhdFGxSLaIBbxhnN1otxCHIRXv0e71YHEgVlagVevAqup46cXrqNcrKMS7DkVjSci3WYJ2bx117zFCzmM0LcwXc1FnW+u2MJ7uY1gUaNYvibygMsayN6aMB0mYWBmp+gfvo6rP0/tJDVzTUK+4qoxYip+qoauKRU54SL2GIiOrtmoOZCgre/w/CcqCWSvMM6c4mK4UhZ+pUboVFxfWa9jf7wuXbiVYygajMGGrgyFMFyn7GeTj2SKDIhqVTZbcRjg5vI/BZCzUKEN3UPXYJurAMdluGuKtt76MrAI06x5crwpPN3AyGmPn+kuoUhy+BOtX1QlKpzBMUSq1BqJgiSQIlDdn+0W1gXZvCw9uvy3QBt8j7myi3l6DYbGE6LMuiECz8JFP/SG8MD3B3sljGFqE5tolMagiCmFrOfZGD9Hs0pv4SHwNd+4/wIULl9FptfHi9SsYz2Z4cHAM08zFc1Y9Dwf+Ei3bwnqFJTwy26uw6zV4piWkX2bmq8Sj8AN01jYQjlKkVYYRtsgMVpoMmyjoP4ddIwxkIWAlRkZNe6KpSWZ9W69jMj3BcByiWbsC22QD88pDsqSh+szZKyMuoEyohTzCbZa2Sa0o6YMy4QeB+h37vkk5KyeDqOT8iVCBUlom0YVNHnSPNG+FaZ9Xg6mHz6rcU0rCz8Qo8zjB/tFYlC8I7K6GNzHwloaustOQh24plQvHYz9LgX7/Ho77A+m/3t6+iCrVbTnplq8lc19sBJMjPN6/jcRiW2oFHlsAWNTXbFzc2pZtsaxsqRYKzpSmmFMpwi+9cmTolDCHjDxhT3RKsvESmTPHum5gfnootLHW2hYMw8Zabw3HX/gi7lTrePH5G3i+s45xfx+P7n5JVM6uvfSi0LvItT4J9kXmz1gnWeKjmFEoQDOx3bqE5mSM2XwmGKfT6SrOZ2hgFMzlHBuWYuqwxiwZOOPgc/hG9eVEgzF814GBEH4xx9alXbQbVSwXE1loacwJXoWimRUZ/MUU1VpLkixqctaFjrrEcPI2PHcbFbdbZr2r5OeJCt35YpByoBIZkBE0eY7J3EdIUgkJNQwQM6q9K8+qAEmKUfAaP3EStAFKuTxRxiVdTvFIOb9cI6Xtfdra72CKrYIV3q0DpGa1czVSkEmxd3S0Oy7aTQ3L+RDvvHMPodnAS8/9flQ0U3QqRUXtXBuIJ57ilNmnmcPzPHmNay9cw3qYYDI/QrtSF3hEwUmm4IP00Ny2ZZZO2YyuekcU+5vZ3mxwiiQIhWE0m83QqNfg6gWWg1N5XndtG43da/hEpYk3Xn8N9x57eO7qFWxeegXxcoLh8AiFNkO9V8H6sovJwZmImi6nI3z0xRsIhwbeuHUPWFvDjY9+HB/72Edw/OA+7jw+gM+Qp92AXmwimE9FnaNh6HAYkxUQqMpf+Mgp62fpQsrliS8HE9jVC/DaF+AZsSSU9VoLQeRjNh4J+6ne7MAxakJunk4HqFbqcJwKWu0qlv4cphFhvtiX96g6TZgGGU0cmLXSbaIBKuED6ToU0Sv1O1HyJcWshO7ERORvMmnqkwGijkpqpRpUsoAoy5JRSEuSrZKQUYYE7NzkKGfCWs/WKMUzrnq4V12KKoukcVkO+Y8Oum0XyAMc7R/gdDyE5a3hpSuvYqvdRL70kVE1ajX2TkYMRBgM7+Noui+9IdQUf+njr+APfPQjuP3pX0W73SsTGIYItgwHJQFVMFJZpbwo7LpT7Jen4VmBrUr1sZSCANTL4ZakFViMR3DcGuqNFirr2/jIJ+u4d/ttHBwfY3tzE061jZ1qV6hxExxBd8kCr2IcKM2fwglx85VXceOVVzCbBRj0+zjwA1z+2Nfh0rVrePvN13E6XcCs1bG5tYHRcIjZYICT0z5q7FcyCgl3yAuQsSv0pJw/E4aYHR1ju/MqiY2YDA5RrduSHPXPzoREfWGX2bliKNmVBcJ4jvE4Rqu5gUq1AV1foCh8LPwhAiIUeiQZui6xZtnAtWIMPQWkr6TASEMkcE4eLOfxCI1XDJZzL20luCBanj5iVoYkHOA94csKL6qkTpHFrgbci52/P5v8nVR0Vgq7alyFzD2UMqKGVtvFxronEnPj4Rzj2QD9yRnqrV1sdHbhcTA9OX8VD0GcCrNZYcjkCR5gEhxgMB2LQX7jN38jvvnl5zHZe4y7h0O0Ojdki+d2LlDFSpqlNEglR6I4iCpfUnOzFXSshitNpxNY9aqU14RPKMq2kWiQS5mz1kKl1cXzL7+KW1/5Eh5GCS5fvgjXtlFt9OAx9s0sLBMNm9ka9ub30WnXKTqDWnsXjY6BC5cu4eDBPdzdf4Tt3Yv4hm/9Djx68yt4cHIq16u31kWlWsOs2cLp4T4eHOyDWMaVzR7qlYporLMBLstzYWgfvPYa1q5cRVHlggwRBQvRgdzc2UCtWkGWLuGYV5HlS+jOGaJ0ikH/MarVLiqVGmoiL77AbH4M3d0RskvCMSyiosYugNX9LEuLzMZJoCmTG3o/9opLh4C0yQqFCHa1hgpZUaESOpBkp0xm2EmqEFgx87KZjWVH9fP7ZWS8f0LGKvUXZTVNxqWZjo7uOlUtTMwHPvyALn0u9C2Od2tUe2r8mgyPJENGdTT6wiCPYBgjjMeHgvcVroNv//ZvwSsXtvDwnbfw2pfuoJ97eK63hirbL8oypwosVYnynDxaSslw3ngcRaJuFgkdi5gnte909GxHWORCzRLFsQy+P5UGNbZAsA5uVxu4cu0Gbr3xGt6JAly/dhVV14NRkHRcldaNiqljt7WFNsHr+RDj8SNsbL0krQe7V69jbWsL92+/hbt+gLUrN3DZsHE6n2JnexvD4RiNRl2NPfY8vP3mGwhPznBja11Iwq5Lwq8r947Fh7PHD7F2cwPz6VCqRrsXNoV+N+yfodJoIUuOUK9cgVXUUWSHSHGI4WAfU6OCeqMjOpZ5Psd09gC1yhV4dluY+Sk1f0RagYmWkpJR91gp/DJ7PjdYEdVfkYmVc8jjWJAPcQACM5WAPHu9n/hbxa99V7vnswbPy7G4ipRRwKtraDUsZH6CE5+DQOmxFvDDGWqVDVE7i6IFMmqlZ5loPtqGK3FgXCxhewvs3b+Dh8cnoj/zdd/wKrYcA7dv30I4WWKRVHD1yvNoemxBUEpvjBlTViFIr8pLbJQpiMwDjKXuulwuEQSU9AsRhoEQbmvttqSbZOXQIFOGGzCl/TUJqXPOCWLc2jRUOz1srm/gzsOH+Iq/xKsvvyTDqUKGHuzVNlOpQ4+ODxGx9hsf4Oi4jgu7V5Aigl0h4eKbMTg6wBuvf0neyzVtBKaJmzev4/joCGvrHexsrgmc9sadOzhYZvAaQEOE8PPzyWpEEiK/QLXVQWOTMXSBxWImX6OzYxgGBwkA7cZVVJ0rMLQKTOMASRZgPD6T+2CZFVS9BNPFfWQeuZ9rag53SrZ4IO+n62psnaIelkow5yrKjDnVrrSadRTy+rIDspR9kVxJ8g3lcYnKUL7+HHuWEOo96s3PwijprcgqMRwNjQYVWjXMhlx1qwGWIfx4gYq3JtqJgAc/miNk7w07DOMIvlGgUcvQ9Hx85cufxxffvoNKsynyzYkfYeQusNZoYv/MwJUrO5KdUxqPK1sNS3pyrFaxmjHIrUaxX9iHnjGodzxw9GWWRzBdR/R++FcijVcOhs85Zq+ADEYSUUcZLZdJ3EZvRsP61ckE13e3Ec+otObDrhQYHQ9wdjpAapi4cklHFDzEwzTHpd2LkmkGgY/13Uv4VLeHg4d3cff2bdx/821oH/k4rl7alR7qrV4HJ8eHuJYkODgb4GC2FOLxNW6PK1+T55ieDtFkKXI8grdbRavdkpDDXy6k2jUYvY0wnKDZugLH7sGyWsiLEeq1KcIlRyt34doVFMUYi+UjmSFZ97aEnS7D5FOOifEVzRA0TlXVEQMr57GvjI2GybYMVt3UkNJVbKpYSjJLnOmNDJNSfIcSDpGOTun4fJZGyXin0dJRr2TwZ4AfllwTWWAJltEcFbcN166WdXELdV2XDLDwPGneWl9zkC9P8d//x6/hy7fuIKC2TVGg2qjg0tUurrQ7uP/GDKhsSW81p5Qp7cSVYNKTLUVA+lxDnCeihivlyTJwJ5ta9BPZvVivwDYd4SsKoE7Py+mssv3wtWYCHSlFDtU4z9cjqYT43/HJMX7z5AibzQ6ibIZiOMF86SPyl5gsOBHNxo1LHYxO9kW8a3t9U4DoWZaj0Wjg6vMviZCC+dnfwJd/4zeQfORVbNQc3HpwD/Mow9rahjS49S5dk6EFQ2m2ylCngD7lXudLzEYztNo1nJ2MsL3bQYMFBREr4JQOtjAcIkwnaDR2UPO2YemktJHuN5XM19F2oaMOPT/FeHGEJA3RqV0WwrNpuqiSKR8vESU+NCFCOyUvUiEeArKbKiegtE7MWv+ICY6KNVUJfEXXUInUarw0z1F+enoi77MyyvUNE+1mhrODAmFUjkNTgt1YxhOYVg2uUyu7GhXhglWWhlvBxnYVl3aqmBzdx3/9b/8Nrz18iMIxsNHpot6s4Vu/+UVsOBXs3w0wjigVSJ1vNV5ulbQIQH4+WJ5leG4jsehBslGJz5NtvRxumUehiOuv12sycs6R4eg2YrYKl9CEacTSDy6VjxWRuQzyKQRAvR/CLXMygxaPsLmWYTGZoFlx4BMQTjU83Jui4h6i13kek7NjTMcTbPS6sjNM6000ajVZLNdvPifowevv3MK9JMbe4SEuXrshXNNutYZFXuDrXnlZ6uM1I8f8YA8VFhmYTh0codZ8DukAONQH2NleQ73dFr7kMBhJxyZr51F0H1PrBI06McqWAOzMxE2tBstswazy/tQwnO7jLLmFTuMybKNaqnDU5JoMJ8ew3Dpcoy6aR0ofSJOdo73eRhYu4Y8TdZ/JFFrJ9pQA/XnFrRzlLgVhXbHR6ZmfqVFudDWMRi4024ArarQs5RWI4oVINlPEczXFQRTUPB2bF+rY3qrBMXz0j27hv/zXX8atwyO0dzv4uo/fxOV6E7cPTlEzTdy/M8Vg2lQKXyUAyxsmracl24hqtuzTIXtbDcdc0bPUNiKUKdZX4xAP795Gyr5pQ7UUsDd9Pp9jKb3q6jwZI7FVeLXAnrDqlVoEt3yqjImMIZYYz+Zor1VLCWaWQnU0K+tSekyzHi5t7eL4YF9Y3YSdzs76aDSaMsqD8xMZG2735njj7bcwXfh49Oix9L70XAezMIRVacGe7sPduip/c3LvrngxKsOd7h1ic6eL21/+Egyngq1eTZUsgxAz9lNrKTRTNW4FgzswTWrUW2h1WGhg6KL69CuVLVhWDYPhXZyO76DXug7PqEk8ZFmexL+L5RRwM9hmU3EsORaGDWyTmXQvhqyJr4oUYnRl03GZdKpYVBkz/1Z2cCIn9jNWyJjMW5LJakaBWqMOQ6YpzBCkIRrVjZJbqSQD17Y8XL7aQrtuYjJ4hDt79/GFL9zCw+kYn/imF/EtH38Oa80m4uEChycj3HlrDH/ZBRl9xLmUfLSitjF24dZMz0WIgsCu8PTKyoJctByIOWubvMIsxf7dW9g/OsLm5cuyDVNEIY7HagQxK0VUvi2NcCWmYNtOWePlp1WUK6HOJRFMJ8Cof4zCNeEtKC9NEVQOozKx1qvJ3OujswFsq4V2bw1HhwewHMoRFhI2UE9d4jJWXmoNbG1sYrwMRCR2PBhJw5t78aosyCKN8MWvfAXf9W3fgmA6wfDoBA71jx7vYzA4w8PHx4hqHRgf3cVa00NnawNLP8DRYAjNSOSzsZ4exzOEAQFrDZ1WE57ZLllCxCAbWOu9iPH4Mfr922i1L6LqdMVoW80tLE/uIog5WpoamnXomhIPY92bQ71WVbXV1DERmVA0dMVaF3C+1PfnNRUyt6kUJJ+lUVLTmvgUBTbpyag1M58fwLJr5/MQK3UTW9sG6tU5Klzpe/s4HRzjnbcfYVgk+M7v/Hq8dHkTNYLEolmoYT4sMDJceT7pWKsRvGxLZWzFzP1cp6iMK2U8CVsJGLMSAiLTXITPmBgcoT8Z4+LN59Hlzah44q2kn5ozqRlrpiEcVlIEgGcMtNKCLNs6yvZQxqWGmUBLhnh0NMDuxTWMhlMkGSsbDOgdFS9plnjp6WyKNK2gXq1jOJ/BcysS86l+ljIsNm30tnZxg9rpOSTevPOVL2A6mWE2GaHa7MIcPcLJeIrOxes4OjzCZLYQckPT6OJjN1/AF79wB2kS45O/n+iEg/XNDZGj4WRhUbYRHUpbiM7LxQhL/8toNHfRru/CMipqiofBQscVWcT94UPkrRx1pyMsq1a1hQenD1HbuoE0mcC0O1JnF/01oSGu1EBWYPtTCOR5WKeKLJy5xBHTKx3MZ2qUZBpzMhebmkhyZRJBrKpW64lmZHfTQafuYzZ6hFE/RP/EZhc3BqdzpA0T3/upj2OnVVOTsqhdk+foD0Ik6SZ0qyL9z6u4kPGHQnvKaatUtnhqPqPgkqxpL3wsZSqWEqFYDE5xdLSHzatX1YDNPMVsOIJhOqhXy9jJ8UqRWTVQSRQ+yi1nNUltNS02RwzTGuPw/pHM1yEVbZIlFM2DY+s4OhlhrcOmtAR2le24xD59aBUypDIZbedYjpyr9MaI8gX5pBY8ryaSJkdnp9i9eAW3Hz/Gl994C9/+jV+PdOGj3x8ib1TRXtvE5OED7PTWhJhx99EhNnevYz2x8Bu/cQsf/8QVrFWruHxpF/neGWyHJUgDi+VQoDfuDoaeYTi4jdFkH53WRTSr63DMmhhgt3sF8YGP47M7CJu76DS2hHuQBRNMgznWa11Mg4EsboZLsnjfg+w8PbVWgfGEkbgLUYO9nL9ExPJ8GNUzMkoWuYlIcSuserYMzqSWTLNuo9WjjvYpHtx7iCQLYVu6jHBzDAvDZI5Pft1NrFWU6qwwkUGPFuCNOzEKs3FOsVKjgsn4WfWYr9jTamCr0oEEIk7FnatFoQD1HOligf2Hd1Hb3MJad0114mmWGDoHKoUkfzjU0imnSYhSrbqQSsG5ZL2UGxNlkSkHM1+ciKov35pZucge0kMvU4znBd65excbvQourl0qe1tyoeRVnBoWM2qas9+cn4+7iRoLImPhqOpLpk+eIjBtbG1tYG2th9c/9zk8PjpGVm3AunwFvY0dzL70RZHk9gwlHHBzfRPrDQdnt97Aa2+O8ImX19BoNbAdhRhMY/Q2PoKNPMFwvIf+8AiJrkbvFfEchwdvok+F4fa2eE4mOt3uLk4ffBZD7MnCbDNhZRPz5BRrzR3YGjAYH6Fb2zgvVKzUJ1ewUUkeOv9OjsIqdl/tQqS3PVOjjDnrmtR4Ti4NYyxjHyw+tLo+/P4JHh8fCI2MYgEO68Sug0ePjrD93Dq6rqMK9lmOIMwwPg3x9ltzzNGV+TKinlCqaqxkBbOnx6HIyJZykgFlQuYLpeIgTye7IcDo3hsyHm6300PF5talypFFboscCsF0Gf9R18WTqC1aWaESpFGMbEU4YXPWEGfDxwgyAswKD1XS0JQsYVbbxsdfuYDEP0J/PMHmTg7evZXXpmwe8dCEyrgihm/AYsgg/dgk7rag2SFaVoG37j6A22hifXtHSo/3Hu3j7u1buH79CrY2u1JA+Pz+ET7+/HMiSb1/sI9Fo4GWZuG1WwNsb1xHXJ/DJAspnqE/PsCFjRdx4UIbjVoX48EQs+W4hHwyLOcj+P4cZ84+ep1dtKo9NCoNHE37QvEbnQYYLeeyTS+SEK7pYj485P4ATyhxahjoqnD4ZGmXMSbr7OIVFetIMdOlM/7ZGiVbNIXuLgqxNIiQosQ42RviqH8mXb80sLWtBnZaFWkpnSUxXqw1EPo6wgU1g0xMRjEeHwWIzbbEXPwsjPdWXnFF9FjN9qaRiG4R69a8ySwdsrovWBgNOEa9FeDV77yM//Jf3pFtU7J1gY7Udi9aj4wpKesXqBEoii2tgnVF4yrr+wxTlkuMhvvYOzpFu1cTN82eFZZKacysQPVIuLUzHI3mMLQqHu8/RuXGc/Bk6plqNdUMG1EUwjQ8SdJWfFB+JgqIOqJUwTIsYbVIWNp+muHixUsYjAb4jf/+K8i//iPSTnF4dIqXXngONRSYT+bIwwhNhIhO50hSD7MJCdjHqLokufRxOnyE7fVraHe34bhr6EUF5rMz9IePUGCmWErs+Izvom8+hiZNahGGozMknBNUpDASXyZY2JYtE4zTOEIgi5eIRUnILjmZhIZWEykE+iFkVhY8eP9UXoBnP4S+YCOWk6DuBNASHcfst45CIWWwhXVjp4FrO23Aj3Gw30dhdRGPt7EwO5wrj2A+w+ngDKndhGOxxrsaMP9k/o1q4y2FHgUHU/3Dwlpm34eA6eqCMFN16z4+9Yeex063AqvI8dl7czjuhXO8jLFitcpRdUvZOtM0RpyqbFJFOKoaIewZ5AiCGMvFAHcf3EOsm6gkidDzGAsTPzU1A0nOHuoFzsZjhHoFH3nl6zE5O8P+0SGuXrwIj6PxdI4ocaCFnEuZSqmUY0yUsq0a/ywAP1uQq1WMlyGGgyGyMEKjXpf46+jhPfzC//H/Qs1WOu8n/QHc9TXUdFPq/LPRELNHJ/j8Fz6Pj7/wIjy7gazoC+E6ivdxNjbF07pVINEbcCsdtHtXMJ+cod9/KJgky79FTYUU3JFIsTNtB71aG7PpDHN/iFqlKdpHrZaJJApgWipZWmU7osxRilOIh5TOGNWhIEPuV33jzzrRYStDvRohXg6wN5jAXyyF0EqyJ8uBvY0qruy2QJXkR4+nGCUt3Lz2+9HxNoVqNpod4Wg0RuHVQbBEsEgxNm5namKCNG1yRmDZPLdiOcsUMgbPUhtWk1U5Mcyp+fi2b7uOnTUydgq8+KlXMI1vYWqyT8gVKImrVcRHSU4IyHIsJUTKRnm5rDKjkCW0WEqax8ePEGQePIc3ibKHilnPHpyM1Y80xWx2JKOmO52LaNXrqFkWHj68j/3jY1zbvSAYKwN9z6tiHgZKE5PE40Qxlfhvygfy+nV7Xfh7+/jSV17Hi5cuoVOviQYSvXF/QaXdXLJ0Zv2kiy1zoEa3P5ti7C/x8Auv4fkXXkHPbSPOx7BrBiy7wCJ4CA574BQJknY9d02Y/q3uLurNdWz7Mxwd3cPZ5DEMtxx5TRaR7eL6lefQ37uH/mKCKWd1Mw4mhcP0EKZL2LonIZmKv5VxrqbqqoTxCT1OjSRUvMtnapS2cYzDx30c9ceSdMxpkCLYbgnf7+JWC/lcw+Eoxa29GLsXP4aNWk/6iVi33T85Q27XJM4SJa5y9YhQlpBH1aQyWVWi2sUvDlM34BDeoGCIyI5Q+3sBmCN89BM7WO9S9F4CC5hVB69+/UX8xmdOodUuweN0WWEOqZZZyvexZ4RBuBgnz0NTc3ioUEEa3Hw2RH8eo9XoIcn6ktiRKubYhTCjRnMO3NbEw1Wru2i3emLUZH5vbWzgzXfeFk9zaX1NFhKTK33JIauqYiR1YJk5zhJrVs5OtLAdRvjK22/hkfT4KGlpq1pDd30N3UYDt9jzHiSwtRAa696M8bMEYyp4NOuw8wS23QSSbSQJNdU1VDVCeSN4zgaCYAzTairpFZ6LYUsz2pVKC2uTHdy5/1lZkLwnxGGjQsfmxhbObt3DaTiH5hCvpBckYZetuWyAI8KiFregI3Q25cwfSWjPVd7KgU+rme+/zfH+uEQAvvL6HdzbO8VgNMXZaCbjzpjB0ovU3QaCSQvDyQ5miyoSvYJ2tSmxX+gvcO/hI8xEZUFNMSjIgSQGKYA4M1E1pPxdmjcZNW7IRHfgSBc+dRVjJPEUzU6EV19uolnRhDFDNhBxIzZXeU0X1y+ZQEL5P02mHFRrHGtCUJm8Tn4aFRuKlinZ0qKtmIvwaH88gOE0FYlE6uMq0WLrRb1GyesCc+pIGk04TgsVt3KuRtdotrDRauO1L3wBB4ORsLTpXbioOICeb662OPZSW7BsDouypPZebfFvOxhNxtIhyYTn+PQMw34f86TAtStkAlUQJhn6foSDWYB7kwChW8Vzly9jRpLx4Rkq9UuI5oZMO5NZ25mPZTKFpgcYjg6UkMF5f7iCwqgMfPPaN6BqVMt6eoj9o30Y1QZaVYokcBZkS4mcCWOM03o5s1LtQlJWFlKOSKo+UXiTHamUkFntTs/SKP2Ic7tnmM45h6tsxySr2WjDM6/C0C/BNlvicegpCEwnUYiDvYc4XWYIokxmagvlqXxNZtAsV1IZggkMYy+WD5dLX0blcYQcM36ZGMHfx0tU1zJ807dcRbciYCWCcCnPFQoVlXfDCNsvXMArL7aQRlNZxfRGNO5KxYVr2aIyJhMRhJ3OBCETrUWq4C6jFLZJ+IqjUxRziGU18h0rnoNeo1IOOKUGpA1PJh6UOoyGgd76BtLZDF/80pcw8Dn7uoDtemJ4/HepOXu++GgglLEejsfQHYdEShg1Fx22PLA06oeqPu964pXZ9Hb1xnXY9TpOOQl3ZwebtTqCIMTgbIDj/SOE2hXo+o7Qx7I0xmKuRBaS5AQnZw8xX3KAaqm8W96LWmMD13ZfgRYr5Yv+8SH2R0NsX7iERqWJqts6z7PZFUk2FEW91EDXFen6iWdcsYfUzqfCFZWJP0OjnM3mIgnHeYwsyVWcNrbWXsTV3Y+iXuVWpWY/S8bFoeNmjPHgACczDgS1ZQUye/WDCFM/LOWIVQIhqhtCskjgz0jtJ81qKV4tT8mL9BEEcxSWj49/40WsNdjhR0/LWJQrUmV4Ut1JE1Qadexe7+DGFQNJNFWxajnxzCWwzcpOuFTtE6UgFOviC38uLAI1pCqHa3pixLPJAn6spMfodVueK2NMiB5w8a16sngTGDJsrq+hCAO88cbbGLAPRyO5mR5HiRHQ4FftqZKJl4M+DdtG3avhs7/6a9hnu4ZtS9sws3huqa2NDXQ669i++jz+0Hd/F775Yx/BRqOOJGGrR4Zg6ePN19/E4/4chnMTnnkD80W5I+U+ulsWqlUf48Ed7B2+jdlyJPCOGoEGtDo7uNS7LMOmuJM8fPgQoyTGWrsnmO95AxSU3ugyIrtKJTrvUuc4H19Tiqie09vwbGNKn5xDaZ2to9e5gK3eZdTcusRn5zo14CDyNo4O+njn9pvQUsqNqJrrqptOYpYownxGomisYCDjyd+zlderOALR+NMxJoRKaDxGiJdebmKr7SDnBAmNHM1cBhWJYVIrPYnJsVPBtanhxitryLND3Hk8geM25XPwfcgYolAoNYcsvaUmy0qypbJ+ajkQHdAqTWTGUrTWD08n2Om2ZJxHu1HHkv3mojWpWn1VbMwJIhY2trdgznwsFj7u3r0L+/mbqLmevF+eO2qBUPiKIUuayTXl+JGUihS2i7h/LL1APdNE1atgPpuhtbaG4XyKV567hmDqYxgYeO4jH8Pk9BSHhweoNtuomsBoPIV2corXoxi9JuVYUngerz9Ltj4aa23UmiZOD2c4OX4b3c3LaHkd0ZLkxODt3Zs47O9jQuJzUODRwSFubF1ShYOVxDh5lcECgQ40PNLkFG65CgnODZSVuaf4lu93+37fRknguNNdx+XdV7De3IJr8eI+kVZmtsk3rzXW0K0M0fdT4f3xt9wqV66bH4qeQXR1pEoSIVhyfnakVNhEq0ZHvV5DpUamOpMQH6m5xM72RQGfpUuv24ARJNAKNXVBJUpscLPE8zksh9oaXvj4DizzCF9+5wAWmdhCq9OQJTFm0wmm/kKEUgk9kawhpUBTg2c2kRek/bNF1sHh8UhagTs1T7UupEvM/CmaLAxIqv1k5nml1kCicbuvYjaf49a9+9IlSV9DASvXUP3e5IwSb2rWmyLvYm1tyDB4MuEFNbBMtDo9TJcLpOYm0skU9w7P8JEbl6BHIe48OsY8yeFU2kLsGGRK0H85m+MkDHFyFODay8RlGceqUCVHBNOzsHu1hXDB1oojnIUTNOpd2AxJbA07G9s4e3hLOiSngxFOG22sUWI7S+RaoYgxXUyRcm6liGGtElNVOVBbuIoh1bcn0ljP1CirtQ6uXf4Iek32S5uo1TzRC6K0CO+G1Ku5zU9mmIbsSmwgjlIEy0UpDbeCBkrIQDJfVTMltMLptRIoi+psIqJQceRic62Lbq2KPHdxvL9As2LByDM4VY794PBKSk6zW5EkBEcG3iuNI8VdMR0TN15ax2I6xRfuP0SzuQPXcKQm7FWq0tjPZIlGwEXRrDTgRwHiZCnZP7FEetaqbWI6XUi9vO7YcK0Co/4DmcrVqzdEXJWAsoiIMg6WDk8bLbMtYcHDx/u4emEH6XKBxhpn+CivzS5Glg+T5QSnQYxmsyW7EhfM3mwmIln0cv3BEBfXujghoN9gkseRx3UsHh3hbBmh0mii55nQFlMREpCxxyx4JKrWzv4o1eynjJ6UH7dmYMdtYNhfYDhhvw95lGyWa6BqOohKjcvj01O0LjWB2BfBMIZEs8UCVW9DZdWrOFKEKNTQAYWlPFF+O9cEfJZG+fILn0SvsaaK63kmrQGScYlKGAv1GU4PDnA4nsCrN+CS+JBmmLNqkCSCSwoBqHTlKiNT/Ta8ePSknmejWa+hbqmmdsaY8+kMecWFUSR4+GCOzpaN7TrnR6tRbJw7LZ4yTuF4FenzpsLD0+vS8BzcfHkb8/wRwmCG4dSBW63C8lxUkwSL2UymUjCGo8Y3a7RhHsuAKCZfDmvTvS76oxCLWQ6vV8iIPLLWB4N7sPSbaFZqMOW02dWn5joKgKxlMjEtDAI8OjzCZruO/ngss8E3mnXZGfhZN3pruPflr6Di1WW6Gnth+g8ewZ/PBQeOlhEW9RqcIsfMX6DpNPH4eCA9QM2KjeVihry5hbVmBW8eDqUKY9kagnmC0+Mx6i0X9UZF+nykLkGvStEIo0BnvYrkcILJbCywmeEYaNVrOJlTUpGjnCc4Wwyw7iYYnh3iqL+PVK+iU+sijqg9X07CLUdpczGaNhOrFGFAw34ymP6ZGiVP4DzDksGSLJvxBqi6MRv8v3LrNqprW0iXZISTJEoxVFdKfitOpGBXxD1tiu2roUKyrYiRkkVTNsuXA5FyZsWjM/SPH8Nat/CRdFPJIfuh4Iq031qzLvo8HJguYcEKuC2ZKzxfp+4I4bjTWMNv/PIdPNijUi2HkFrSous6FRGmJzrAWoRtsceIWSo1i2JR521mHhrNHWjFDIYZwLIo3TfBYPgAwBUxzJXOEjsfZUxJmqmJXx7JwQuMZjPUOa1se+fcm/N60Bs3XA+LxVz+dnNjA0fHZzg4PUZmmujW27JAG40aPBDo94VoMp3Mped6rduE6c/w4PgAfmZgOp2yTQlZZiMKUyR9LihfDLNWcSRxcmoVVF0Vz3e7FUweDKQ0zCZtabkt4TP2zp+enWHtqovx6BDLnL3nN2XHEX3zp+cJkUFGiRbSC20DjXZFFlTgx0izZ9w4VnJf1ZuLUHuZ/ufUIswwHZ1hRkY2gVeOVhOu3UquU/0xtzSH6haeJ3J6ajB5iZGcj0GRdXwek2hsYdBybOxchB8McPv+AO0Xe4hmAWLNgkEvTEij3hAoiQRX1umz7Cm1MNlZNNQaHuotB+2KJiU6elreAErR1OstNcKjWkXTq8LRc7w9fizhgGcYGPtzNJtNWCYHm24jSicyqSHPljCsExycJsjWbqLlrahx3EHU7G0pw9mcuUiZm4VsfdMFOacGPFNDsCS7Z4Fmt4dZEGA6n6K9s4P1ZkO2zsBfYkwRrE5PIDd64Dkb7cYzLMlYtwyc9lPxvKz4sDVyNlugSrI0We/UXGJYRM/lR1hUCI9Z8M9G0NbbcJ0Muuui0zJw72AspJfpYlGC4PT2BcLFAvMoQrXZgaV10GDiWGgwKx5qFQ/TwfB8eBMdF4XQKLbA68DiSr3pIvSTZ2uU6t6q7KukOj7px4CG9uYWKnfuCpRDRbJVk9dqO+No5Ca3zFJTRphAxOpkEJDyoIp8WvZ1rDqIcxVfRjnn2phYTEKcDQMYYYKEntoypGrDLY5NYdwmLc1ASvUbWxEv+F7B3JcpZsRD+6OlWtHldDDil1alJrrmxAapthHMx/DZUOaRMa3h9HQJ0/bQ1EeIEgp8taSTM4j7CKZz2A5JyUCxfgX2e+T4hHUt1K1UNJQoInt8dooOs/hFgCmRiHIi12wywslkJg1lzd4aticT3D84xGJB1QvGy+sYD8fijRh7qs+hoWkaODs6wCiI0K4oOZ3N3SouXWqiiGMEvsKCiTL480DgNF7j44MBuhtNVCs5qjUdWhohppKIDE9QkA6rXpTNGY7n2O1swU4VwsEeHu5QkzhWM8AllFOzG8/zhzTHdBzAq1oi5/NMjXI1v1l5yCfeT7G2E0TZAlvrHl7bO4W1viteitsnm/1JMPDKUR2qUP8000lJUtNjyVZH7FEmG7CNM0OyGGM0OUNrw8DmdgN118J0lCBZLJGSNZQXaHZimRbLPhLGhfPpVJQc7IzzcyzEcx+HR2fwGg28/Zu38ObDEXS7hW6dzHQuFNXLw6CeSQ7j3Pl8Bm7kjCc549utdZDHHhaaD49tAvoaLLMBzyIyUWC58BElR4jiAOvdy6i79XOtTRkDF7N6xb6iTIjGXGhki9MrqZ4kIjIGOmwT0Qws53OJRa/fvInFfIp3Hu3JuJPp8ExgIlDgoeyVIcVsMpkiC0hfc8U4nIqFnR0P1Zot6IFMTw5TaUwj2hEuE3WP4hRHj/vorLfQqFZQ84CoUEyqWNg9K2dUyLzLtdaaKkAkVOioSd5A1tSqri10wXflM0qP3efUtCD+3TBKZZCr/l2ZKhYvMRo9xHh5AquSw0ymSPItgXTYm6JGlhCb5NTZEhIiULzauoVlzviOTBjVgkDjUlMFTKS6BdMtcOVSA706e08MDAaRJEW8occHU1RqdTSbdUKTgoGyi5LzeRh/EePrH/VxOojQf32Jo9MU7Y2rcDzVvUdGMW9YEkcCnCuMLYcfToWyxrPMNAvNWgOO6SBNQiyLCK7dh6Z1YVs1WOESi2IpZdD5YoiZP8fW5nWsN9ZU/4p0BEKpcRCzjQOZ7EVKGrd0Ek6oeDwb+ThaLNDqrnGmMwbTKdq1Otr1uhguwxPinPt7j4XIzF2BihpUNhPWexQJvGQ5Fuo9HW4e4uBRLHGdklfkmGUDrXZFhBmCgFMpEukfPzscYlFfSrJGmiCNMmcVSjJrda8pjjCez7HTYRPeCGn1gnj+laCV4L0i4FW2Ra8ERZUBKQXmZ2qU70meaKRxMMHp4A78cCxJC8tu3bqBw+EZum3GKgoolj6bEkyVD8f+m1JT0jynOilJaW5zLC+KXHGWwmr34DUoCBVDy0wsFpkafK/pWOvUEc5DPLrXF2+ws9FQ8YzMN8ylJGpSESPLsRgmGC7qqDZayrtL/VtDGoby3kzWaNzs6OOEiUUwk/ex0hy1ag+uxZZWDsOkXH0FWk5PNYbltdCsdbDwZ1hGC2EWsRz65q3P4+rll3FxbUcMh8ogq6rPbD4WvR/OP+fkDL7i0eN9PB4NkMURhosAz126jPlghBMOEM0LdC9cRFvXcHR8jNAPZOGK5DfjuqqDNFwKY6izbcNycly7WoOVMUkMMJsG6LsW6g0PrZYrI/acig23oobVz1wDs7GP5dRH4NOjW6WKBseZlP325EsmCU5OT9Ft1qHrPg6Pb2Fr8yo86d9RVnI+8eypyRC/0+P9k3wltiCWp8GxUlG+PTzZQ5gFqLpNycTm/hit9SomexNM5jM5IyoA0zhF7bXULVR91sKVkdcWMX2HTViqxs0VR+O0WNoioyfvyVY3N8liEaRNiLzkmRIvHc8D3Lt1iiRMsblZkxKkxE9ajmqrCtMysNa08eufexuNtUti9PKZhLmi6s+c3S3fdR3D2VDKoZxkGyRAu14pBU6p9+OokdK6hsCfYjEfyrCnnfU13Hk0Q2Zx5IgFMwpx7/6bUvq7fuE6HJudmqq/hbX67taWoBOsWbO0erpYYOfSZczu3cGDw2M06k0Z40yt9UUUolKvwaYGU6UCLH30h0MRZuVnbDbWMAs4tljpSa7t6ri2U0W+NBH2CWtlWC5IXk4wGizglAZapWG6Jip1R7Z5sqlODmeYsShBgJ+7YgnzEGZjQuXPZtg7OcFup47l3iM8TEd48aVddDwXacIY00QUmYgTqm9oSCnyv2q9fdYkX8NYwrUMuHYOf7YvLaxxZqPXvgRTYxB8jEKPcfn5Nm5c6uIr9yPkeVWAXHpKmetNcdNSPpA3uS46kyQ2sCNEQ1SOAmZdlWWtKKbQgPCZURQ24thHlsxhmgRsTWlk4rgTKt5SNfjg8Rj9wQQXd9iIn4qKm8AbeY71nR62mvu4f7QnE1/ZJszYjjO1pTuSAleWDX8+xvHwCLbTQrXqYuQfI85SYYlzS6PGZaupPPJyWcN0UsXZ4BHsio7dtTYOhgP0OnVZMJXGhlzgg5PHsHauCnlDRg8nsbDMp/MFQioJByFq7S56zSb6hHUePIDXaGKz05FyK4VSqfQRzM/Q2d6CN5vizfsPkFc8zMYTDCwD9fUN8aSeF+PqjTXUXH4mti5QtNaXEceitJZrWC5i+Aslycjtlx0DJELTMGs1B9qpmj4mO0r5nThwjbGsv0R/OEavVUO3W8N4Msdb79zHxz62hXadZWgaMpVRDDHOYEn4yZF/Z898OoRWQxLGONp/hOHsBJbTwvbGJWQxt/B9ifuuXe/h6pUurITCBWc4jZWGjGjPyP8cqYhwywnIDGJfdZ5hrVGTKWH1Rg1OxZM2VCpfkAQynkyELMEB8txWsqSCOFpgGSaoWAWyJasHNiquJSW8wckcx/0Frl1uY7fiyXg3SikzgaTiGw2anXlMIkgp45bMudmu6Uh5rj84gp8EMJyqbMthMJben06tLUTdbrshEoFc+lXXlZ4Zes3x9AialcAjro8C7YaDKAuxtfuiKElMZ0NojS6MNJXGMvYZ5RFJxQpGYU+TNLilOWZnfbx16w6y69fRZI2cMx1NG/MslUzfKKjmq+QVuXtxikPHrqLVqGPnUldmTo4nCTqNAt0OBcJ0jAaBIuk6mnAOiHzwIG1vMbewmJNIrZLLMM7gGCxoMMZfTRZTpGUupvl0jtMpOx0rggvfu/8YX37tGB9/cRO2XsC0OUkNci1cl6NnSKUj3+AZZ9+khPX79zGcHcGrr2Fn/RqC2SmOhw/gVXTsXOhia5vQgiWi668+18QvfWEKp9KDlhK3UhgVP5xMmRAWOYQxxMau8WyJznyOTrOK7toattbXcOnSrhKgCkngmGE8Hknr6Wg8wsKfwPfJoyTBl0kSxVATNOoNHA9H8OMCKaczmIBdmLj11inmRhuXLreEY6lipHilaYDJdCxJGF+HpGGlm85B8C2cTPpINpi8VVRbroDepZKxrsOrNMRIltGp6KNzw6PgqE71isUQu+tXJYufL2ewUyoNKUEukkLonZlY5FNNdCkTaQ8scPr4gSQWr774oigbkxbHfvLlcIi86si4Eq4nKhZTsyhiu4fnYf9hH2G8Cdu5CM+NYel9GUrKcGc2j2FXTTQM+1yIVsKQBeltPjTDQRYqBV/FEaWKOa8FCSQ2qp6FidhCiMPjAdpXd0Uupt3cxv7BEd60J7i80YBp0AlR2oWMfl0WFVlV3M2eqVE+Pngdy3CGamMLm72LWMz3kekj3LjWQpRwKoEr4vvSOGTquPx8B1fuz3B3TGnABgrK9YlhatBcXTBDkfkoqwBTeo84xulkhkZ/gu2NGXrdFjq9jtDB6s06tnd3BF4h/HJ6coxR/wzz2QiT2UQRGiqmECvaHPDUqmOzV8fBw1O8/s4cg6CGZrt33gFJj8DwQCNJV9eFPEJUwLci2ENGvpEUALxaE41ogeHwGFvtDky9dg57sA+eGTQBYsv2UNM64m1cjwUEbvfkYo4QRBuo2C7ceInT8QkiJlhJJrE0ExbKF+pCfkwwWyoyMMVH+/uP8aahi+pbwzTR29yCU6G2Jeeeayr2y1Js7KwhX4ToD87QW9vA+GSI35wt8NzNy7i81kOhP0a7bqGmWQizHLU640lTkbRNNaM9XsaYT5dYTnIsEsp2k01vo+maks2Tj6rHmeCpAp1NZhj6EeoFiS9b2GjbuH9vD5ORh63uGqqc2Z4T6I8FMmTVrMif8ciSWTCGV+mi19pCHB2h2YvgWVWMJ0vhAToeA+FyRB5bEyomPv7xdez912PMl+QTqtXJmxCyhKW7pbcpUTBhnhcIKes3X2ARRtIludlpY52kjF4XXr0uCUmjY4uOTnLlitR8B2d9HB/tYzTaR6bFYiBZkOHsdIrX3pxhkLSlpCg68pLYKJItb4bnVVBz2QilMuOMktPVJkY+pZNjVOwq2u11+d3B4WMZILXW6snWtgxCxLINkk3POExDtbIDZKdwrRk4X8GlRKI/gNPYlix8cHKMIz/C1vZF1G0Hk8FAgGorysVbL5YlGZjsdMPC4f17Qtp44dI1ONUqKmwqI/t9PETC6WVcHMEcN7e3ED46wXDQx/r6BtzMxjtv3sJku4v1NaDWMlAYGabDOWaLADu7HdQqquuQjsQjI8szcTo7k3iSXFZO2xVVtTLWPzubSqggLQ9xgtP+CNX1LiaTAZqNHprOHJM5pQYNWHoNhkapawWFaTmV8J5xj47jtdBrbUM3h1jfLJBGOs4Gc0H/OxUDpmsIXV4Gh8q2Buxea+PbRgn+P785QISWwD+EX8JAZeCa68IUGr2aQEBxTplZyXoze2vmKv46HY+xM51gc21NjNGlehinSngeGp6HWruHzd0LODs4wKOHtzBenOH03gRfOBzCae2KRItAolJ+LNUvyEi3XQF/BZ0syakUD2i1t1HofSzmJzCau7DtqmCznuVhNBpjNh2pJIAtt6t5k6YNx60IvU0vHATBYxTZQDBYliOT6hrMTMNiOsfxwTF+LYiws7Ymgwc6rRbGwyGWFOZ6vId5EMJyVIUrixMcHBzi2kdTaDWVAdNg1ro9+If7wthajOfIL2xhk/N0FqG8FlfZequJSX+O5SJHtR3jlZstdNcbWM4DqZkzeWm2qqUampr24EspUObViuTMeBJg7seyCMnVjKT3XT19RkSEMtvsjdca2OhsYX50DxN/rqaXkUNQqePmjatIjh7heOI/W6Ns1jdgO0us9VLoRSqxIFcUFTLqFY4NIUxS6lWuAmNbx8uf2MDx6QJf2Qth6FUxDgLkQajoVTpXkfD81ISBVVQtIpzUGQBVaDNJishWX5vP0ey00Gh3pM2A8AxpaFQ0u1SrC9Syd+8W3v7S57EIRnC76uLQw5FzyZvI5ILegVIx9NxcANKsJTLYCSzTxRrn6MzYubmHer0t4HZiOqIp3qiSTTSTrJmxnmU6IpIlo6IFLqqiggsIgimnliOnYm6aIFz4oMhMr7cGfzrD7X4fpmNjvduF7VWQRiH6i0Am5bKNgdAYoRhFBqaAl4phGfNduHENFQe48/gEeVrgmPOGak0kxFszdgpwhJ6FrU4TWeRj/2CG5643UXU4CKuGRtOTcuN0OINbIyTkoohSjCYBCt1GuAzxaG+EKdtbTEtEFWTrFskdxbtjbEn1uAoTvMYEHauN2ayKwWIE16iIl9WqqvzLqSDvsxvid+ApnRidTqK6CUtAvN2rYqfnwPcVfsljJW6kbKuAXTHwrd92CZP/9z3sLzLYBltUuR3EmAt+VYNrKe1tEVCTgUGq05BlSqkg6TkWQYjD075su8zKm7O5jKOr1hvShCWhgGmh0V3DC80mdi5cwcYXP4/9/qn03RBaoq4PPTUNk0RhKRBTGY0DnCwLbrWCul5FsDDQH55As6u4uNlGf9TH8YztCROZwACthapTR8YYSQB/RbwgwXglgGBYdTh2HX7Ic2aHYIBHD+4jtx1sNDoY22P02Rh21sfB/r7IWnMR6hzfp0UybElkCrMKUmFRUXpF6X7SO5OJ/nU3tjH/d/8RR2Mfp0cDXHq1BWuZQa82pBQ5mM1wqmXY3dJx7UYTLvmUJY+TJc1mu4aKl+LsZIrB2QxWrmFKNr9dYDLyxfFIhTwi60tJiNMeBXfk66QpptM5qnUD8/kY15538WLu4TfeOEamdWFR7tqyYGq5Uhd5n9y1992j0+okUsU4L1wT8NZ1zCch5nOSYtPzedJPH9wsG70Kvv75DqIlO/XoURR/iCvN95fSu3PeZFTWUYUoSkKA1MFVpyNhotPJVC7W4eEJ9h49xmg4kN6cVe1Vxv1yC97axjd827fjU7/vm3Bxg/VaUxIwaXk1qclTQ73ZRKvdEWJtq9GGZ5HmFeDs9BjjZQzHa8gs8GsXr6NTW0ca5zgbHuN0eIzRfCTS2QzgV4OS1EJcNZOrwev0dtQIf/jgDt6+ew+D4RRn/b6QFhxWrqQEyUIAScqmKHww+1/pHfFLSp2pooOpthE6AQMbFy7gG1+8Lro/LByczibo1jnzfA637mJnrQXdGGHnmobrOy0pw55LrJTycpZHEYmWMIoePBgizjQpCbPHXQbUp6xi0WvnT9qfy8kbvOLsGKC5Eft8eDJDtaWjakRI8hNsbCyw3hyiiB/BcHxUPIWNPjvmOTFBtqSSyFqWnjjMk6QA6c2ehNjsUFubv1wNLVerknrmp/0hsmiEJFtH1XOlST4Mc5V56hw0XymJGaqllXSrFTNdqjiZYjQvFktp0XVMHX58isliga2tLaxvbKFar53DNXwRJgad7W28QHD5wUM83NtD4XqomHWhcfFCy4xHTppN5yJL3T87wWA+w/alG2i4rmTzrVYDju1iMBxhEaoa92zhi3elOKnasp/0Kik2XoogWIgIwCJIkXFiRQIkywWOZkNcfP4mNNPE1u4OWq0qGkWCeZKhZlsYjSYYhplAYdS3pAETNlqJedEueK65puNjn/wY3rj7CLeOB0IXa+44WPq+dCyu93S8dKWFTkspalBIwaRlPuU6VBdmgU7bEzU9gY00HZOl0plXI5Sfam142iikts3+KWCt5cIfLnCU53BtAw9OT+XzXtraktLraBIj4O70LI2SxsdSK+2GZueY7A9WtWxu5ePhAv42SQtKknilfc0h6u+89hiv3TsSlYkkmsBwtwQspgdg+yjjS9ZahUgkYlblcPqyeU5JFat9nUZEelwqIlaUUqHmd4jheIrtnR1UqxUpMy7nMxwePEZ/0MdyNkPK1T8YALUArfaafCbCKuQn0nj4+QbHxxgu5uhsbqFK4dGITI0IetVAs1mB4xji6QK29JYCqzRGGTOtmqhV/JonmM0OMZ6PpJNxc3MXB+8ciOJxllDGJRH5l2WWSl/1xUsbqIwH+JXbp4jZXpxE2N5ch7mcC49Tsx0ZWSJ99FyQNjWZxhiPZ+jWK/i2b/4Ehv/t11Ej18As0KiT5LFAnWMtUgfTSYpup34umS0T2lZqc2z3jVIcH04wDiiKC4yngUBH0hFcCkO8qxuxLG/LNF6dSTAHexmYRwkGTH7THJUqFZgDnI762NrYwcK3MeVE42drlGzGUlOl+JG4BZ9LwhXAchrg8HiG6pUuDEO5eq6i/qMx/vvn7mGeFqi3KihybnnU51GsdCY5yyCAT0mV3JV+YjZmMT5UHoisJAq5KxElYoRKnyYWgQBu65xNyNdgPZjJxnI+RrAMoPO1kKLqWFjbuYi1j78sN5OCCuPFEsPpDEtm0EmC+/fuInFcvPLCcwjiJS7evIhwMMODw0PE6VhEpGpeFTubPYmjZqww8b0JLVlPdC3zLMJo9Ahng4ewvCrajV1U9Ro+e/RF+EuKRIXQCcCzBaQkTEz6Ds5Oh9L/Hi4DBJQ4zHO5OYplpF6ePfG8BmQVUaTgjdueyEyvbW/jkx99CXsjZr0W2tsxNgxHAHq+vmZr6G5G2OnUZZvXHEWCEa7jaInhcIllqGNndwOPH51i7LO8q8IpxrISR55bgtq4RSVepolpsFzivOw1chDtzXG8CKA1XVy90sHjB49wfET3Y0kl6pkapWTDZVZNb0lliRWMwoMY3fHBBBXXxqWdJrQixWwU4Dc/cxfjiG2kVemqa1QNBCEFDRrnChZMcOj9SDwIZgPxnPWNy+i120qaudSmFGUvGqYobQAaBSxMjvhlWwIEkGYbaxwHaNgmdjfXsLuziWaTpUFKDmrY2d6QOImSzBxN99qXX8dvfPENDEcjNLYvKHU3hh+WhU998yfRe+NtvPXgkfA8Z8kQeUEvZ6HmAPNQAclKHyhCGJJdNJUyXqtzFe0mSRcuBnv7GEyZrUfy+ux1P328J6zxTGNJ0sXwdCSj4jJyQMmUMjRMSqW5lQeWqpjBuYiazA2aTBeIlyFOSQKp1NHNLFTqLTjGFFEwQVHQSAtkUYHRYI7tHqVXSO9LxThHwzky08ba7gbicYD7d09x1J+phfZUz/aKhabS2NX2r8gsrMx5riVgu1m3sLnl4fH+ENEilukZnaaO49M7uHFlG83aM9Y8F3k7egKJEw2YUo5b8SpVv3Qcpnhwry9Y4EbLw/2vHODe8QxejfEiqWHsJTGQBikOxxQjINyh5oaTmDEkVudHGFCQtTqDbRhCgFClvSfSfivmusQ85SRVLpZ4Mcd0MkZVS2C3G/CYmEWRZIkcfbfacolx1ho1VKsearaJpgX84q99Dr2rV2F7Ljr1JrQ0h9eo4vd98uPY6Lbx5XfuYkkoCUxcJoiTBbScg6ESzH2ln8OpuI3WBXgOMVmy79XwzdOzAcx6G81KhiwMEAY+hpOpzAZnKHHcZ7JXoOLo8EzWhzXMJnOcTRcC8TBTFmk9Ig+UcXFMwWvTKMEsDBCQCighFeD7Edpba8jSGtJsABQT6HmE6ZAtwSHcosBotESsaWhvtdGpVzE/XeDh3inuPjrBImR7iZJZedLHvbIB1uhtuUciA06OJFK0W64anUdko2w1Zsz76FEfz11bh9Zf4PD0BC9dqT9boxRqO0fskm1iqam2PAE2Az3hcRaIghgP7p7hyLZw8GiEjGQHTYfrmbiwUYPHZqLtGooHwNFwpXymSSMZqVw5W0WLFIuzPSxmc1y5ek3gIlH3LYFqWadsLpProuqrabRE/3AfWhah16xKX/Tg4ADL8RizXhdtSug1moqpVCofiGGnseBoX/fNvx8XXv4oHr/9jgDknRs3BF3glrO50cMnUGD/ZIDj8QyV6jrcSre8cSu5EnX3BC0oWzyUl4pweHomiIBncQQfF5gpimvsESJTiVeQydawPyZHDLVKDSM/QswpaQlV31g+1QTHPHj4AG6zjnqnJQuCAwh4Lfi+bE+Yjc4Qr7lyPXV9DXFM9bkRssDHyeMRanUX9W4DWzWXxFY8fPsEdx+eYsY2kymHPKk2CUGKpcPgSaMs+9ubDRdxEItWKdlcOllGDpM8MVssJgFS20DXdXEyWOLoZIpGzcFpf457Xo4/+CyNUsDlKEcSZcIIatQNVDzqID6NiNJ7UZEsxXIaYxTEIvPCbbrddmCzpuuZ2LnYQFXPcDbykRTs95ZPLMSC+dmZkBf29w5gtXSsBaFSXZOpVcoIlWRdroyLfL0sxNn+nnA8L/RacDVNcFCBM8IQy8VCkpxWbw31BnFNpaxL7zMdT3Eaprj6ka/H4uQUJ2cDxE5NSnW81LGvRhqz3bfbrMmWO1ws5XPy8slEj1UiwGGfkS9ajkq6WkM4GuOUbcIFE0DeStqdK3O62ZSWko6XF3CrFNWyBKDWTNLpLFQo17KcI5OyrC4EYE5tcHRVp+f7CVRTDnpaRqxORZjODlF3FHREUhbpfVXW8LsNdBpVJMsY+0cjDPozPHzMBWPg6GwsFD0avxocqniuAtEJB7aQcmHdszEhuMKSsIQ6qwEJQJFkOOsvUG1VsF61MZ8sMB75aGx3UGQZTk7n78vW3rdReq6OwTASVnc+5zBOG6bDBnf2da/GQlJ5goabY7qIJFkhIGy7hgC3Eb3OWh0exwhvWdjt+Hg4UFOrhD3kMJlwMI8jmV/omsDZyQkalYowZXgoMkQpxi+LIMXJo4d486030WhUcLnXkW2uMArxcpIIJWSohJgMJ3DYJMYRJcxUSWooDGw9/wr6e4dYFDm2t7exdGtYdxxMzyjsf4L+cIKA/eEyTGrVk8JxKcQQVfelfHrS2ao1IZAoL5zgweuvUf2kXECq31dl6OpOcmg82UK65UqZ0jNt+VkIDIxupZFNAf7U2LR1A3bVwXq7juWcsA23ULWV8nlkAy1GI9g9W8a+VNtVrK/1ZGzh6dEQd187FLyXFZrp1IfX8DAez7GIlLaTqJ3IxLhCSsgZm/NKueNOt4qqocgixIZ5bqzXqr7uAtOBj1FUYH2bffqZxMr7I7Z1+HIui9kzhoS4/cbBEouYcUOB6JSyyVwylBomLEI8J8WSMMY0lMGeHFXBD0ooiBLKVq+CZs0RUJY9wVcvuTgYcZsqU3pNR6PWkMK9RqnjwRmsXlttk6W2ofRyl1gR1/Dk+Ahf/spXMKAOOthdGKOymkIgrcBKEVjnEJg4kSxdhmMyYajXsX7tRZwdnmJRAJcv7uDB7Tsy6vj40QM1SXY8QxArqUCOKREUlgbiqCHuZD6tpryeN43IuUHKigfDkQhUqZF7IgwpVTHhB5C4orvCo4wjet8MtlMVCe8sjEWEi9t8xrCG5A7Pw5Vr17F1ZQcdh56I260SdOBnlAljeYLHHEm9cwFbl3akGSxfRth7tI+5P0elaspcdooqmEYFk1kk9XKeoBhjqR+qZHBUUsl4md7v2oU2Ro8mqjeefVU8z4QSiqnAcI8PZ6i0qnCZdGZUVbGA/hLzaQDXNiX0e6ZGyY2BNd+TYYxqvYX1ZgcmHCwixaCV5MeIsCweIsoDuA63K/Z6E8uinlCOZovd8aTlhwKUr2052H4c4tGg9LTiLV1poTB723DamyK9TBUHASIIqFPpt0yuJifH+OIXv4DRcilhAqMhEgaUolkJDD81O1VllIVM+UordVQrHRwdHUFzHOxubWD/4T7mbG6aLfHQp+qbLgYp6Ja0bJhC6iUWS2MkceJdcwlL8QFh2aDA6fERZhEpauW1kIGkKebjMyRJCMNrCNnD9XIUoS/1+VjknV1Yriu0L1a9JFIQ8SwTl65dgetYGEyX52W/VVyrplOkWL+2hZvPXYfN5COIZGxLre5gbb0Kl7RB5BiezDAenmEwWShCiWGczyviwHrqUTYb6zDYKekf4OZLG6ikGd4Z+ST1ie4SX4lTdu/cmcCjwD8s9DyrJL6oqhOLHELmJoz0rBUyjvoZGhUTnk0+4Rocuy2BMocwEQ5Ssn2ZNKzX6jYsvUCY5LLtCtnTMlCxDAQ++2xU0mKbKS5smTgcxUgysrmfSJ4kUSqzb0ScaVUmEa0hZbz+eIQ33nwTfgFsXbgI29CkT3sax+i4qsNORNRWyUgZrrOqkdcbcJpdhGGKaquOquPg7p2HmPmBzOEmYSTPuJBYOuXWy/iZAb0aSkUa14I9PGQVGYbEhqzJE0ekpiW1hIw0waM9jjkuJ6OJ3CF7GxLxgGzFJfFDYsOMk71sJXtSMGkhOdmC7VaFiRQV7KnWhW7L3nGlTqKE79V6UIui1TFx/cZlvPzcOpL5FJP5RAYVkBvBQZ8Vj+QIC9E0wqNHIxwO5rK4CadlBZPROmo1NvzVUPXWYVskiYzgNhfoOBb2jydwqjYu1DzMZqFasDkNU8domaG34Qk6QeUSwltcMFxA1HtiTH1egn1WRjk48ZC25+itmwgCpYBAmr/q4VCA6mJ2Ct3JhKdX0K3z4pUsZirpFnGGmQhiKfUKQ0+gOxo61QynM1Wm40GISCN59lw14yl1Dm7Rsxnu3ruHyloPFztdaGmMk8EA9Vode6d9rFEjKFeqs7zRKuQHMsuF0VqH4dbkglrsIR/7OAqHMqCJLSR1UamliL7CRaXjUkSCVEl04QfCViI7iD08pJaxn4hhAz0CkwPqDPUP9rE/GAEWpWFU9YrGzs9umYZQxBhkcGcQgksSq/o5VGBHb8PFKH1GFN+S4VPqevN62mSji1Gq3ai36eETH22hXWHz/wEMq8D25Sqq1bYaciAvCsxO5vj8Z+7i4fFEtnvT8uA4TdSq66JjpJsUS1Azj3g2jpeiZldxfDxBe7uC6zc7ODtb4vBAw0GfYggkzLCtt4rhaAxNi+ByZ+TkDZFL1IGg5AYwTHuWRllkNZyeBKhUl/DsMdv0oecMdFX3DXtZwnyGqqeh3jSRLRPMAlXH5oUjDzCkpgxbFISGr2Yv8h5wXPPZjBveylsq7PHpdk2lc5gjjQKcnB2jsd6THmekCY4GE2H4DPYOMJxNsdVq4lKrIR5A1IF5I+sd6PUuEupALpbCXomSpdLslpF21HGsChDOmLdaraLOmXIig5hiGXBIaSIJU8jYj4Kmy0j6zElgkMVJIzNMUe29+5Bi/oRpklINRA10YhbrVGrQ5xxtp1AE26sq4xQCRCKekh5emEEiqloOouL2LwQQflfVHtvWsHuphuuXPCwnZygKHZeutNGokJ2ueJKs3PjTAPE8xmufvYvHZzPUOnXx/AUqqDgbMIwGKUosHKouU4YLMpZmgclkhuaahQtbdWoZSgjQaTk4HpAf6SDn2GbThZEYMvKk1+bnVjuUIt8ocdhnvn2zbmsaaxiPTzEzJkhbKVrupnQZJmmA6fIY1QqHfVL720aUUXNbEThWOi9Ln3qPmZp6KlrZyjirNcDRlvBTYogqQ1ViZEqbXJEBKNS5xOnpMYxqFe16Q0gOZ8OByOBNjo+lIsQbcf/wRNR2q1R5MBzElSZMryEhgVL05TmrLZDsHLZFUBKbQfu8CKR+rmbHsLGNsxxL3W4uDtOAQ8Y3NMzJjxRKlnLj8pkM4OzxgRBapc2ActESU5L4UDKJbAe1dkeSHlV4UH/PBEovq1YcrSIirnINla640n58UvKrNiw0mxlcfSzzL3u7dVy7vCO4oHCLCmA+9DEczhHOUuw9PMYoS3Hz1YvodlxRG1n0Azw86Iv+OgpX9XmLL0jhhyco9Il43PWOq/itHNti6qhVFDapW9RO4kBUniixzy7GsxO06+WMopLDsGI4PVOjVFiVjkplDUvfwN5BH/MWJye04QcLFEak4iYTMnEMhIsosFTii6R9BcxghX9ID6oh15WkXsUxUDHmGC4tkWGmh1Qi8hlA6boCQqol5cuiAFWtIa2z1GCvdtaQjobiIXkBKErAoZ4PWlPs7l6E1WhLpsjtlabOC0oDU+JaEINUn02p67ZcyvOxA1MJl64mHawkahgD8rw4f4aQyUriTrV2GKLbc+fePfgJZVGU18xkUm5JVOEiCJSWkWWqBjZ6fyY+T+pjmgpbFAgqOCJV2QSy4YKlaFTTRK26lNlE/VMftaaL7QstNKuO6nsKExw9GmE4CRHNQ0yCAN1ra3hxowHP4TQ0tfs0TA2D4QSZeyjJysyvCZcgTs9g1+bY2a6hUVE8TOKpQuqQnU4N9GbcSWlxIhCybgqqmNQQZVPYBjN86mOq4Vjvlyf5OxK4UhrdFhr1dTiWh+nkFIPxI1QqNFY1WZYiVOzVsds2mpNYgF36EtKwCrMcJFmwUqLaIOgZyfiO0gjRcgJT70kMxQRJCMWZKRf+uN9HlfzHRkNNxppM4DU7aHg1HJ8cqbF4BTO9FDWSf7evwGh0ZFtdcS3VDEg1KIlxHbdLt1KRGJY3Xbx5EKotPInLyRXlFmoT26ROjy4NY7GIxK4SMPVfEiXO7j8USebMoD4RScAMbWbiiT23JokcoSaqTVCrjw1syisqlpFBqRtpESnDFwIJJCB79vmEr1qDXZZLxMEM/jKQhK7epnxgXdSC/f4Sd94+wdmIJN0M9Y0qPvrqDTQI0eScL6kYRxJWVQ10Gw5O8xDb6wGM4zH2zpZorlMz0wZDQhmnXCZVlPSWyRmS5JiSFMnWTOKMUEgpIdNEECzh1nl/uWOq6XGEEp+pUa4GdzIm4p7SbHWxUTdxttyHZscIAiWnQk9oWxo8W0erYyNY5ggjJgkJigpFOlVzPfu9OeuF0AGZLBEnb1lkCy2kF4Y3rwiWOB4OsKQEXaOJdq2CwufIlAlqa5twTUuau7xmC95ZH4lOQsAutjY3pQq0gmHoXVjvpiACe7bpLZX4K3UzY1F9OJ7NsJgvsKQXY/xX6uHQQChJ7VQqWNvZFfY68Up1rAYbqe0pC33cu3sPueUiFyUySmSJdDGCxQxJGMKlhqXsrMobUuZaICSWWctxzwWTsxXZmfr/XDScUZ4lDPvQrEdAToEBevNMJFi6GzVUDQMnD0Z44/V9LBKg0nXx0vO72O7U4Y+AwXEOhuEyAabEebknNxoezgZTZHmEeivB5RrLn8RhWVYuoTRRE4GMYWGIMZ3xs5lwXU8NUiiHOrE9hbrzSUIFYtoLdwzVtrtSZnxmRqmCu6daHZDDcENcv+igUfUwGrKNkqxlVUUZzxKiHxgOI8m8ifpL2JLRSFMl9sROvEUkK5qhcb1uIByOZaIWt2EqUnAl1JpNNKo61tZDrAmptIfcrihaFc/D9rB95Yb06YgMoVpFJRuc08IsAXrl9aiZzuoFs3HqPC5ojBQ7CFR2bJhqKkM5rpXbLiUCWRY0DVu29Cf87afiQQ04eXAf+8OpKLiR1xhGS5XJs6oUhSKixUkXDNw4K0dNT2BzVVUmTdCboJwnxOxbtnG+PsnEMrYvQ7OVwrNIBMnhi3Ykx/wZouZ76/OPcetBH6NJiMq6h2/9ppfRcy0QNzsYs8fewVnfxNp6gBYNu/TwNuUOcw2xRp1KHW6iEBVm5woHpUFSO4olUANxkGA4jQGjhorDFuVV5VsVQRQeWxW2FMf/Mc+g/OHqec/OKOkSykoZw3Ndm8NuLtCsG5TPVnMOWeayNWxtcdBdgcWI2pJUwSWXjlheAZ9ycCzPsW0z1DCfh1hEjJtUutBqAovFCMnSE+C43tKwvaPjpZeauLHTwP0vBng451yfEl4xdKmI1JptWbWSVxGwF/EsGrXSuiR5IGaft2zfqj+deGLH6aHd7grgzi17Ke0ZiYo7OZ2hUpXn0bvLEPWnWDOrfwlm6C/w1ju3sIgILUfyGEMFER2IWdZTPUFKD10Nd6IWOfu4yYYiuYLhQlYa8fkcw4zJI7d9Vs2oiZ7D0SHhAz0QIRfG7Q/fPMLZYInJeImToyUu2BtwZRFy4RuYLcg2Yq3fhR9Y6HXm6HYXoj3EBUz2j0BOKzGyFUNoNfcnprqvKkGy9WERZGi016SfnbGmPJ+qzuXobI7b84MC5H3IVDXBm/G7IQW4muXMSQpjVKvEzxib5aLWxbowfVCv68CxNYQBHytQlQw1l5ZZpYmtoeLZGJ35GI2XMtTIYf+30Mp0XLvpYb1hIdc9rG952NkgPGMhGGZ4fMo5PdQlKmls5ahi1s0pq6cmTCgOogwHJdeRHo9bIFt6meGW9KrV0EuVGTJf1ZC7ObRYKVKwNZctwKLiJqJcBDrK9PS8qMjacIG9u3dxPCNEokauK71zJk8OQn8m0BG3bhq6yqRZG4+wnARYlHCRTCPT1dBN8gbYJcm7zNCD+CclZypOIdQ/bqmM3WnA0zOC8eRHhhiPWddysRhRnSNAteJhPNKkNaHOTYSEmdDC8XENCz/Fxd0QhUa9eEtN6V0J4p57SdVKzJjdIITE+ZDDEFFexQvXXkRGAYNS/UStWSVdRimcIrSEsCNe3tSevVGuDr6ubfswDbaN8qIwLstkbiCBVMIo40mEXptxRY5YhPhTOFyxCWu7JrrdKgdiIyALmjGUYIFq2BHr5KwIXb7MvhgDrqOBi5lbx9HjEP0lgVlWDehB6GHo0Wy15ZYNVpwQpkQCiAQ4UjOWeT+ltvqqx2jlzVafi9my61WldZeXVsgcNEgZ86aAalUKUAYtwDyTo/EA9w4OZUuWW7Ia+1YarcjUlFNe1TApkmxZeivx19UAd53JlA2LW7nwCpRogowyLogPpsjiUM6JvMnFnKwhniMpg0zAXFSqSjCMfNCj4yU6mzWMxnRxJGuoer3wfnID81kdw1EIV1cTNVZTqs6526USr/RhUUyi0BDOIxz3I1j/3/a+7Eey87rvV9utvbqq9+mejbNwlyzSUkLHiSU9yJATxUFgZwGCBHHyL+Uh7wHyEOTBNuJAUhTEtiJBMilxmZWzT/f0Vt1VXXvdumvwO+f77r1NBogCdAI+dEnkkM2ZWm6de76z/JbWLWxtXsL++KlOMqzBk9SNur2pFhuYuF1xoVDL7PM+vs0XV8pTInkiF7t7sMC8zaDRC2PplwdHriLKZaFPA/tImHTMWu31GuoOL2BOjq18tYC5r+ANyTrkUbNDZd0nhX5e1ABzXg4Pn4wxC6qYL6jkxm0Bif86bGf9Qq9sQUNzNFSuipAVs6ZoaVJgPtkRG3dc4QUpxcI+yPspxLrbJt0hZ4LZeuRYcpgU/lRbjSLsvnyBURDBocqZHHdaF0rVSdH9QkEyIcG9oQEsq32cqh2TQMYduEMVuIpmc3kNn6gsPo/6HjqOj+nEFWOs4dCVNS5NpWYuf38TjXZDt2Gi3+Nif3+Gy6U8hnOg3DIOYBnRyCgs4vgwj1bLh9z5hkFg565cG8tckk0WmzIvwtHeGBO/jI21y9I4sjGjA7BBYMpJon7nhLpVEU2189bZ9P+TkRAbKxelAuWJyzjquhh5LlZrzCrpkLx/4sKpOVivFmSkwO6bGY/77+WlGuKgjbVLBbRqQ+wcTgHukS3vRwbOIRYL7ngZHKGQk/q7czw+8jH38pJ5ZY89m4nmdsx6q6grTWaaWpVNgx5trCWzgWivCwNXVWdtpkoR7cy2nNXJSMeg3e2RLw/13ZPPOu2fYOewK0pxkj+Z8AWqafRzjG2cNDBEFHGrw7rWKYuacLXRkmAuCAFNbxBTKElws7uWlSd4HWIMT2eYzRain0mo0WxOYYuGbKMI5LA3EKUSD/c9HNYA4tJXmyG8USnRCNVxU4yZF6BQi1DV6VVyfEfiVxmhaJo+XpfT7hivjlwsr72DTq2hloFyc7EOVRKarEPNKjRXclAEm1x1ljv/oBT73BiV8hTjCcGlq/C9EaKJj5ocwXopuYz3/BjHR3M0rzRQrxRxNA3QqDjodIoo51uI/DUgnmN52cFJn5M1aui4Ug7wNOX4yF2w4wyR94nejvDJ/RFOZzV4nLMZEIJ8acxmRLbLLI8jFULD6E2dkJzTD2D46qlkggqwJs0L15g+jTC5Ty5kAlKP7FSe1mCxAx87L3fg8iuQgBc8mtaplKiRhonqZnqcCcdTmpsmqvWW+s0UVMVNSgkDy8sl7FXlvUvJwWxEMAffn1GbYJC7fhWVekUQ4KL7Y8H8cQEnxwsMtn2srPmoFPPojS1oV7OagI7zc2ER2PuW95qlH9NZgkHO12Pt+/LlEHH9MtY7m9LYStNrOETq/qHDfb55TlPkGAdNpvQ7OndABsuGSoXbgTFOpi20G2U5stl5UzDMDkpYGhIr6c1CPNudgWazEeXvojw6S21EPpXPqLUTI18NUW9swTslIijCzFURpOGpj1HLR50wK5raPx7gyREQCIRNg0OPUVqgVLVRqpT1uMlxncfKzzpZWHGAbHgaoCUvnjGpF0giO18Zw+qFtoFivQbPtN4xcLK/h+dHXakFE3lvKxhAdIf5vQJ2FhntnOy5CTBmQHhuBBbbzPAkiOmAI2fuH974rGfNl1rQFR/LFt0MAQufYAgOrrme5M5aM7JyvPQm6FyayDz5YLcsp4xOEHQoHwZj1JfVu0j45GEsN6W8T9aQluIycrH7bIQxNnB5/aYc2WInQ34Vu2pPzKp17SiEwhw8cbIwUDgZzOZF3/Rcg5K8a6c0w9ExHbxaZhesd6w1bLJsN1krhrHMKMdF7oPVj7GYW0EcKwKFyPV5nvxpB7XaJoajBWoV6o+TLuth51WE7Y2KqKc9eD5DkO9oBhKXWdYp3BwVxcG1IK6hPDZ1iGtixlyQZLqaiSkV4bK8Z3ucaXbVQDRxmcmMFsBjTgR3jvsPHwhA2eFum5ksbcyTwl9fThsqBmS9RQW4cgJlU8kX65yb3kQCPmHHS/1Kj5sxKgfTg1I/iyhzFNrip8g9tf3g6fGs3CWnGGNyWsbpmNobNtfzJpyhWB6KUIC4twkOVT3cdRphrF4mC+w+H+FgVsP21m3UiioDTms+4f+zrp8vjNmAor+krpfPwFkhbyidJQ6Ozxl57jgL+PMpfLTQLNFpigNv3ciwONbiXwtejv55hHMuSX8/ji44VM/FLRm96GC6AN9j9uCAmoj06xiPD1AsDrHcjjAZu+j1gd7+DKOgjgI9cThbLFCVQsc6simhcoQ2hl9SfdfXSf9b8oXTdoWzNR6DeeNkYH9/csTY7GhoVEZLU57LD/HiwR3snY7Q7Kzris2gpQwMweA4UzcsjnVId5BJQJHqv2wQ7JFmeEeZCWgoWyUNEhm8x5RPKcH1y6gXdZaYKzRQpDd5zME/kU81+3LyVH6Qw2REe5QKfELJ7A1Gz8bwBO2lheIzpTnk+Er54Hyw7OCRvfd8gMPJEra230DD0ec3xbd+95YnZH6meACePgEq9RFev1XF0amqmnR7s/MNymplhuGxh2ptU+o37qtZQKlNhZ544pFIRwXC96noIB0qsxXtMQIZ5pLRJ+gguUFjuHkXJf6v3BJkz3hygLl/IIoLhQJXl6q5Q71iZhftTDVIuKITDxqr5GAUNdSMM5MzDWdZrFaM+5hudAzCJ1Nn6oCKQavbieTY1qdQ5M3JEe4+fIhibVk+i+I++avOYRUBbo5RgwGVjlgG9Fy78S4i0jnt6BPoPR/SFHky6+OhPJnPxLaOaBc/aCLIBwI6ngTsaunk4CCOOCqao0CkjvnIUZTHcERXNrHMVX1OTkr8Pqr1EV27VYpHlIL1SOZftDOZ9ebYezXC8WwJm9tvouZQPz2r26I8JZkgpD8y19NHvTHA+toMs1M2I8B84GH0m0kJ/V9onmOK+SKH9mpdOytzMWzjYRBmMh8U4j8X+UJL4FnO61vCt75+G02qYsgXqF/48eBQRhub7U0zC3wb7nyMJ0/v4OHT+1heK6EeEUTLAbA2NsoMzMEPPREULbL708WnXngTmJYaCpvvLOFM8K78dxVqZScuZZUMx22jkQ1mlg06o4wWM9z9+COcBsBKRfGWElOCvmft/AX/GKmzOB3grJIbEzY/BPCWNBNaX/dEHCwnAe35tEBuIE8RrYWLQX+Bm5c58C7Biwoo09xbbkoGFes/BiZV8XhEMgPnwZKUrnhNE28MSM8/Qbl6jFpN6QoqD2oCNoiE97P34hSHxy5y9SvYvvwmymqqfnabZTCoUo8aEpwUQPkJmu0RNlY8mbwcjX0Rdj3uzhCTx3WeQSmegLmKqvFKIZZHtVyFS/dU86GUG85gjIV+O6KCBDcIvPuY1rlt4YpPCjbNbMvxEvZP9hE75H0QdpVDtVnDa4sFfvnrPXQDrtPoGePKxefRzesj10GM0znmIJxfh79WRsb0MapqZo5HC+wW5E1e6RIaDypEwiDlb9LkmGmQTBfH5mTn4QM87w9kxSZfSBqVibek/j3d+khQcrwkXyZrz1DM7Hm86PvNZGKQf+fD58bGNCsE/Y7IXCysol6l6FUdXkiacB9OcYQ4XkIYOYhzZGiqRZ02Q4H4ZTaqvGYU/e+jWhui0dAtlvU2ivwII64nd/s46U1B3dRK8zoub78hvu6pJ+jZ8kg2afKZ+S5DFJ0hOisTMQDg6pN66IPJAu40BomMJaLozzMop1MPxcKycYfVu6ZeXcJkdmLmU2btluPY0Ren1OqYokfcegCTqYej4QyFYl2YhUQbMbMEC1JhC9jZf4HlalveEKEInz96jiO/BD/nSKYVbSTzAvLdidpvBKeccj9sEyKMR9mccJSiVNhkfZaIGDCyLYtSI1n+nCxpLDXNCsDqGvJ0fw/3XuyiurSmTM7ku1Iwsu169etLOg8dlostiwE3MDDzWo8JLtEc3zZAvcVcRlIMTtmFU2R2OsNwrMMchVrV4IcFRIs+isU9qSfzhQaiyDEDcC4suAHqA/UxCqUJyjUS9tT5izt5OsuOT2c47k5wcjqRrJvLlbGyeUO4PghL8BYM3Iy1nb1ZZSLmoRART9DH0tIMnRWqHatCnjsDjg/J4wH6fSq+FXBla+t8g5IlDvfLulLS9+aUVS88jqnqq2HBATgDmMNjerNMOcaIYoynLh48eYHV9rrMEm1bPJrxyFwBogEmdGSNgKkf4u6LnngEytEiZ0zqDpRWeea4zXTFErSJxiUD37xfw32xwaOD4jSfWcSP6i+mxzznbFTK8CYjPHzyGCHJXgYgnH1YYpo1VbXvVUtF3WmrKareEGKWJRkmnVvIOwqUdsETRVU2NHhdd4EgyMOfc+XHzMvXqKCQ30QQjLCYnCCOe5KhOJbh91CpkAN+gqdDLUwI2WMi4KnHFeV0HsiYSaosllTFGpY33sSljStyOpQrtJyOMJsQ1BzBN/xuRcAHODk8EbTR1rYvSCwa3veHRUymRZkU0I03XOQwnHqoLzVwZaV9zkEZ5bBUqUqTY4WPmFEoMUJXByumqcJXzJahrPAatRJOx8ry++izO3jz5uvYXFk1tRPRLryIpK2uwnOPMRotMJ64OBxzAJ4ZL5p+xHaQsls28zLFNVqyvwkNBqSUCcYtLd3laDAy2ZOuaxsMacq0OUmUzowRVewt8OjBffToxpBXF16NOX1TiW9lJrxsQGpiMUhy5W4ZuWJTg6RPJr8sPPrdsIY3O2rzPJTBZiZjE8n1J9He8g5IbS53UHSWEPmUNBzBc0cIwzkGQyqAad2aSNWYRo80EG3AeDUKqNTWcWnrDXSW1uRnc5fgZE452LgGqNUpkLAQVTnJwsUCGsurWKluY3+/j67U/Jwa0JKFWIWe1D293hykAL599QocxZKdX1CGcUFWWeQ9y8cxEJJc2BHv68Cq/AoDMIe5yLnwTivCcfmGY+x3u/jlp5/iD779XaUHiFlozmw1HNQbG4ijA9x/ugfXFnxJIGaqNAlKol8ZIOkXmuxshU6RHjM2fpIcmxyxpnO3x7mJAMlo1BYXhbcQr54/xUvq/PD1ztR/to7N1lqZXV1mRKUD5JT7rDe11peS3XlcsxHxPBm2641ltkMMysVC5pY0eeKIiM2efR9CRWBwOksoOk1E0Yas9oJgjoU7QmeFEDOat9JalJugKYYDddzNl1pYWb2G9dVtOKWKZFkd9WipwxWb5+cRRAxQ6o/mRWpaAN3TFdSdlqDfWQPrSJCbJ4JiBvDnC3RHc9y4dQsrlTpcGkWdZ1AGkZpIUocnO84rFVcwmu4hWHCupl8Khaomc44+IIPwTrMsXBE/An7xyce4ee063nv7bQ2gqCbIbo4kCoU6xqMeXnQHOsi2aSKJKXv8aaZkfWRrHFvnStBYaH5mi/Oly5EBZ9jxTZbKK54CeWDYPcTnL1+JGJX1/Ul+35e2ZqbRse/J/mU2Ndps2Q0Rj/DQQNY0wEjziAizEw1OKzCqnZZHrg+Fs3iziDmUCuSrTqR9VyLYKJORPMdsuQqCyMH6lXdwe6OBcf8Y+4e0dfFx/bXb6LQ30F4ih7+cvBYboCm5+dxpx+ozGXoBZp6PglMSjnx/MBaVDN4o1F6iJ1JR5Bm5Wg0xm3ZFVOH5zjHWLl/BG5e2sBDTgnP20ZktgNHElRqE3bPA24kmzjkoF1syS+PgVLc3FFcN4InGkFreLTdLOBl7Qrj64X//Ca5vb4oqRaWsRC1eEOIf7z18iZMJwRU6PkiOUhNl9mgWx8Y07SRBKzVkEnfpwNyuJrORlFVLs5lPAkgwloA3HuH+g88FcqcoC7uhS5ugNJ3bXYppppIa0+65zJdu55KGBKa1rs4wPQqqFniCGO9s2dyo3bQdpnM2WCxSSU2DVI9nbpQsK8DOGxn0PL6nGPSewmvT7qWC6zfeR7tOdZBGMuoRxTaD4+RN8vTxI7hOA9c3Lwm6ywJTZEZBOF24Kg0YZ9KCpvIDLBY+prMZPn/4AIdHL3F8OkZrcxu/dfN12dmHBn53rkE5WYQ4GRKpTK8cpX0KbEnGGg3kqDUZLYSxSKK8U8pjNFM6JgWv+GFWGg5OZzRt2sN/+dGP8W/++T9FjdxqM6Q+Oenh7tN9qdtspGju0S46+Xfb7Sb6mPp3Wzf97x5pnZcGof7xTCo2ryFTVN/H4wcP0Z24Rs9cj1Nt7C0lJLP9+T/cAMmQ3HL6DNhDoMMyU1TTJMh2SPfxMr0iyon8bgarKU1ign45gOeRzUUFs6pke7WnTj4QgcuFOkZBAW+9/21c7bSSm1ZtR0xuNz7d9nHz1m189Muf4Znv4U2xRqE/JGeg7OZD8R4i8JcGTySVMemw7OjuPcO9R3fRm7pY3bqCr9++zS0jpizl6Mc5o4neOQal8Jt5QThmkc9le9dQVBaa1Q7c0RGmkwCLinJbOPrhupF3LxHoDK7lZkWO9E8f3cWf/aiNH3zve1hqNQVi9tmdh5gElslnAREiP5QJHmOHbKT2zoabqXMTUIPNWiZPnQnis0uUdKzE3xdh9+kTvOj2TN16phTNvKY9/k0tq0VH2t4nj7SjT05a6e4NjZbuDh7rxEgALokBAVWCKf3XaCphjdmyRDdYRaMT7Mtjljex2lWnt4PqlPNmpiGoh6FLBWHurfXaKInLrlJ55Nv3nkejs4H33v9b+MmPf4gPP/obXLt6Hdsbq2g3G4J1nbkhXHotLnyMJzOcDk7R6x/i2c4zzEMfW9eu4c3XbqJCYAaZZ3FeJBKH03M2d+LR2qgU0ChRtCiHWqWIRqWMeq0sHXY+7OBHP+tjkA8wnvmoikxgUdTWZEDLbDsPkQ9yeOfmVbw6PsZff/hzjCYjfP+730EhDPHrB08owGBmnqQZ5BLutYaCWS+yDhMDdm5vMnVeJmumA3SzXswEh/3dttHRtTODRrPt6OgInz97KTZzGjPa3etxm2bUhC1pOvBke/2lU8pCu+woTBFO1hNHkOik2Vox/7x5f1EAp7WEdrsD6q7RHqQhZk8q1SJ/Vo7vxK0g8znt0CyHyPVwMhgj2lxVRLtAQRUVxHklR08in2i6cWlWKx188Dvfwce//gXufPohPgwCsRIUQp+j9GGuKMkAHU+GcEOuQfO4/fpt/O77v40m9TXmVC2mKoqHVycDLC93zjcom06Ib721jssd0hTY8FCN0wQJd95egGbBgRdOBGhAeRYiRmzdpYt7boOA73/n+8JjvvvgAf7y5z/Dv999gc3WGvb6c+TJhTboHt3GpNc5RafYetJGnk1MyovW2jMNPW08lAOUtCCZLlq7XM0UUwrc37uPaUgwRAo/0z9vKA5xWr+loItMp29Dwowr7WaJDYj4/FhqBANThFbneuPJU+Y0hHnjlR2srdNstCj6RfP5HHGzoXhPHvuisGGyY+5sCSHGWDIiVfTR8WSqn5+7R5LXeBKRN0PeTaSc93QCoc/RWLqFzetX8UHvGC93dtDtdjGejLG3v4+X+7tQ9ANXyA62L13DGzfexOvXrmK52RQQTkkwoCH2Xr2A66zj1qVzHp4vlXPoTWco50ui9y2eljSSb9XRWmqh1azg1rWr+PjwWLoxvl01bTKdsHmeReDjeHCKv/f6e7iytY5rG6v4z3/25/j5nc/gNNbRIMTLoLiTSbdZ3/H/Ssiyu/NkFpSOwS3g1DZIZv8pCcDqYH6hCTJja2ls7t69i96EoxJVbktPYTMNSL+zDJlOS4ez2Tp9aHevN5JVvrCfgbUkTyFb3+Ul2+leurOyima9hrKctQtF2Sd1rRnKZwbvZz+VLWMohsXpx0icy0qszwNPuOQifsBTTOa1RoDKeOZIbSsg3pwoGFdfo8FpHnceDjGcz2RaQgHXtZU1fPPdd/HOG2+g02rLcT2feRiO5pjNFxgOBzg4HeD69jaqlfr5BuXNtTX86t49tL/1Tay1aqiUOFfjRZ1jfjTFVFAoeZRY0DIYbdBk6jh+cMrm/eLXn+C9t26i2azirbdv493PbuL+/lREsjx/CschvL8lBHx2loL0NU8iRCqhvJKOqqy+BD0k8ngKxc8eYTZzZjOrfUL1tQaC2QwP79xRKWgOefl5ZAVoO2hFeliim/36bUlhP6P8/AufW0XA9Mi2a0vJ6GLvrB6XFuEuD/qML3fQalKEqgxHgjJGHCyknJETyBzNae+UrKBSFLm5DKw/qadO1iRpD+I4TtJeiUBtD93DV+JcoY1UKEahLBXG04n4Ex0dH6F/OhDbZ9nkOTVcXb+Mt27cxFvXLmGFukKxj2h8TMFt1Ap5lKoxZqMBJt4IN69cQeSF2Nk7xRs4x6B8/903MfvVh6J5WI3zGBB4ofAZHcpST3F5DautFl4OB2liMfC1pN7JAQ+eP8e9R0/wwfvvonfYxSdPD9HqbCFghxfSUm+GoUdT9CJKRFULf0WPUo4fZOrBi1OqCjlJUN0mMyawRDt7z6Qt/c6yIyDzaxjixaOH2DnuIYgZOCa8ZLhv99i2jiTQ3wJykwWlPr/JngnfJzMHFeCwmSPpIJ14Rw7EdXguoyIzPaizjmwtqUCroKA4I3XEX4cjmGqe+23WvyYbGqje2SG+ZRiq0+5kNBEXsVV6rZjtW+RORSbm0vY1uOMxXJpc5YqgbuxsNkeQr6BTaKDZuaTsULqvNchTryJfUv1zhywDIYazIyc205PR1lHvBItcCe/eeA3tKhusL5Rj5xGUi3wNv/XW1/GidwhvYwvbm6+JIJSYPdlVm7/AwcE+dj7+RKU+JBkEmM48OEJz1a9y4nr40//217h2eR3/86d/g4MZxQiKcCplFHIEFXCz4SIIXTGC4q9EsstBlaeFcR2lkuFwZ+rEM/SHpDaymc5039kIYiBEEbrPn+Le548RUUdSntCuUe2i02ZargapisYVpo5n0rPcuqOlWyVb5zL76DxdqkljPs+sR2cHA/gwsn3VpaZolNM11xHut47guNP25y4WC1ekZ2ynnZ1K2O8h03KZ2paIHR/92RhRVYfirM2lCp3z5i+h2uTpVEbMm75SA8o1Kb8Wrmc2NZpXikK9sHx54xBML29vgdHwFN3DXfFqb69t4jJJZ7TWG02N1Q3OeXg+GQjaZq1axbD7CPVciHK+LOMTOUEozVEs4GqngWouxsTgnThUHc9ccWxo1JQXzU/44vAY/+E//Tme742QL7Z052zeNTNjpULPlXpyt8uhY8yOKlRmS0Y8mSM66V1SjZ+z08SzO2v+b3pyhDt3PsF4NkW5npcCXWo9RSno+xFpZAWlJcdy0tGY1zJHdrLFyXAjhABmJFZ4qoh4PjVt8tmmJ4dCpYrN9U206uxyGZS6FtRFfQEORbcWLnItAhu+mKftguFsw5VUnCG5T0PES7UUUyD4AI6efMSuZW/GCMd9xPMxiiKhWDIelsr8VDs+pYWJVHfgY8hjmoZdUYR2p4PL5QoKxHbOlQbMLKuGo+cclNNeT+eF/MDzAAfufTlaiyF1epgxDaI88tEpFDASBhtBryo0EEzmktl4sXkxaM3xV588Qt5Zwmqnqau27AAxQdmkTYEf+ihU6CljRj5nLr39XjIBmQ1ae9wm88gcYt/Dozuf4aA/FGADLzYKnMNyw6JaloIYtxMX4+xABLFFugtWXWJcpa8TxHumDbcS11a9g922ZThqt62lTWd1BavtNiqNKupl6sMHwv1W3GMomWzq8d9N2hG14fTTp8vNJDb1J3z/YYDhSR+LtYaKaNmbVUhzegMpXVYddb3RAPFoiAJ9fkTEwApuEa2ufB7RcvJDlKIAnYSDMQcWE9Ehlf24HwpKTIH2ufMNyoc7pwL+lFm4yKsAK508WhVi+uinw/0468u8YPuC8RzFsopKyWqKeugUt6fYgBl7UDyf6HH6bVOzRwbjpk6ytaBtHHhBWOQTVJpA3ZPgy3a/2uyYvJauDu1XZOovZvju8yfivcjsK/YbJsx1o2LHPebPSXpJh+Wa8fWoTxJo5j1L/WSysmRNc9zxi5SulnvrDIW3s76Bm9euYalNcX5zPAc+AhGLIl88h0pcgTt1BSUkPkBnZq7ZkLTvQs8YuT5hhOe7x9hdrqNM+0FHRQuYxdTSWq+LKKhJE65bG+SmJuFoqcOjeOCypDJBKTRnVR0WG5dCHitNqjzHOB66GM6pZ69fFkWu3j3PoHzRnxvyEXfbeSy3qPftoLcIMHanmM4ChLEjQRjkaoi8LkIqnZWKsnJ05z68+QLjXA6tBi2QNVuVClQnGwu1gj6MKVkrrZj4T+QiS7gm80oTHGYjYrbiadbIiO/bAbmOXPTiu/0T3KeQP/FWrNuMWZKdYWptZqBskiGZXYznzxlAbwoKsWWDfW/6UMsP3owsf7yAwAbiIJXrzSaktrmFP/mTf4nR8+foTefJpoVTBmY1YllJU+Z7r9LexF+gUlVx1Ow0Qa9LShCz1in6Lgo4IKq8WEezVkKFlGRmPtoECl+9ICfa3A/EwIs0EY6IBG0lXMAQkbdA93iMF9Q6N02gbKPMXp6vRWmYq2t1rDZK1M0VSfHuZCGGBNplnGNQTlxCxSAeiuutCkh82z2eiGIayezCE87lMPYIpqhheWkD/ekJ8uWSmIU26nXMRn3x9ZvmCINjo2JHGJz6D1HI0TRd53TZ44f/xDWkYhlTHfR0WJn5kVGoPVNr2TWixRR6Lp7dv4vDU5pq2gZIj2w7uFfAr4FsnnkFvr5qkCdENFNO8EFBWKrPpcNzDQyKporeJTci4qCmCrfFRht/9K/+Nf7urW388PkLQWElABMR4NfnDak/nuMmrYxpQFViy4BMt1OZOf/ZykWaFAqOLZBbvoz1DWUQUN/S8cjmIt8pQoslgxznlL8xUDRxrOBJ5wnPPcJIkENlyZ68nxnMlKKmGrFSa7kLPxUDGaroVUSLlIsRlmznGpQsodr1KpZrJcxmHl5OPVkJ8sMWoiI8UnyJbC6WUV9Zwfu//Q08/NVf4tnJMapOCa4XoVpbkqObQGGf7Dux/ODxxXXXFIMwQK1C9Eo1dYWQKFJlNXJ0koG1xUFmRJM0lgwxOjMbTfnbmoF6r17i8csdKUWSJzK+O+qIa/GblkyfrdQyIWBZk/EX67dUB13n1yT3VyTzUX+HYv3MlASn/e0/+AH+xe9/G7MnD+R5SwbeZeFtxP+xVCAsIwiop1aVa2nrSpus7YmS4k7NlCC5EAVEnotX/Sne2FhDXgAWBPK6sr92KY/jlFCtqv6SxYOmsoA0UG2jveohLo8z/HTNlJzKUeZRtEnHHgbjSLKmnIjFItbbdRwPJucblBR3J+D1xeEUUxmOW3wgX5gAgQJKcQmVWhPLWxtY3tjEN977AKc//THGvo9iPMHpLMbG1lWhQ0RxS8Y9nNXRu5ucFbrCkjYxnVXEPoNi+HKBzIqStIRke2NOTTv7Skx/bVNivxATKdpxxgjGQzy5fw8TsU4x/9mgzjl/VIaeAnJNGj2TcexK0g6gEiRupgO3RqK252GG5zy1VqsKJlUCMgyw9vrX8G//yT/EpWYVh0tNbG9tojuaiP8jwReCRhIlGL6a8ppYxDjs3KWSyG5y9Bpw7sjML1kpjkTKhsSwOSnRYYwXO3voXdlEg/sBjrdoVBBOxCudZUWzTmqDYxqwNPAks8Z5VDsrmPkhHj17hf3jobwOt2za/ChOQfoFOhDXHVSLOdE9ojkY16XnGpTjqSdAT6WQGu0cc3zwWJEPUCyjvXkZV69eQ6fdwvrqMn7Pm+C//tVPZAbZiNUOROeLqqZQdiqmiSGlgnLJnIvNJTjz+bKgoR3WeyIvlzYfttfJf4kuYX+WbnFsQmRoTo8PxR33i20Bjys6dJG2EbEJMWh0C1PLTgZ0N61ne8rZTv+7NErazsiPuNKr1OuoVekLSUW0CHF7FX/0z/4Yb220Jdg2r1/HP9jcxOnpEHuv9vDgwSOx9hM1XZPpba1aLilekqMzI/CRcNmX1ldRj3zsHJ7IImAyo1SKXjN+XyfdEx3R1XjdCXYroNxsozAYIyjXsXn5mnTYSXdv0UZm7so/U1taRqHcRH/4MYZTGhKoLjwbMJs0WEPmi7wxHKFJnM7m5y/EP2RmkS9eyUd6vKa4Qvl5iZSGukia9Aah4CrbV9/E69uPcf/VS9QqbHhOUch15Ci2Kz4BDVPpAVXJWMyg5INQmsQPJwKTouFQzo1T0VOzFYlYPnAVSTShtW00e3PZoqQyVkIR+MbvvY/ffX0T/+4//gW6NAcwwUnGIMjjtqtLq3IhN54qechcz8gVyKuwa010He3sT7O3VbKUP053tRL11ssK5yuU8d0//Mf4wbfeFWdfoedSxrpRR61Rw6VLa7i+uYJ7Dx9hp9sXpDenBXHIGWcRDt0bTJkioWi82Pk2+kddnBoFtGQaYI53Xolht4v7n36CzZqWQnT7HU7m6I+nKFTrGB0eiABreamDrY01uVHT2asGHLdQcclBZ6mBowG10hncRIOlNzp/L/VKSX0W+ozQrOPzDUrbTMo2wL5JGdlpXyo2I6USNtZXRPid0DXux4thGQedNXx+0EM+v0ClHIhbQrXWEVAf4VPiBitgCX6JRaFT0DRIYWqEVRFxVJB/JqBDQQjm79LFao2mN4s6Faiwge2Stc5bXq7j+9/9HTj7L/Gnf/E/0KMpk+yldQRiZ2nsNAUYIZsdhqfy3CXgiCYSzjY7baO9bGBtcoKYobJGaYqhLDrGLiXO4co77+GPv/d30Clbcn5m0wSid4pY3bqEr8HHzRtXceeTO3i8dyzTjGJUUiEvs7rU9V1yS8hRaoUszo6H9EGXjsOTPuJyUZFLUSRutgTmhhjg+AAixFqst0X76NbWsqwz5bMLWIMkwqIcxRudJTx8+SqV3c6i7yOyH4lM57GuAaTub+cYlPZDC58ru1c2SOykqhHR+QXyEa3w8vBP9vFw9xClKj2fp8jlRqhigcX8FNX6inhcRwQIyLBaIVliQGpekqMMjpnEwzDhRqckL1v7aD1p1S2Y5YxmUEJ5cPHOzRtYdHtSY200aij1RqL/KE1FROFXT9mLlp7Lq5lTP+0Uyi9hp4gjYUTaHxtabgb7aWtKZnbhibN7XtnEP/rDv48by02zY7d3TTYwIW4R1B0K/QHWluoYjKfYPx0jIviEdaOaPir2NKkwFIMqnpR2c2VAz3JWEOGeK2LrjXfwzUtNsUdm7bqYTrH76gi7B0foT3l65MTj/ONP76PivIONRtkKZEj9zQbXrliV026yltTSpgkzyg+Kh/0Sj+68gpKZyGD+bGcsF8R+K8rx4BvzF55I4UWLEDuPn6LnKSggV+DxTErtEOWch/nsBJXqiuDx9OnSM0eHz4oyJ/Q//artLoJHa6qyJg/TdFgOjZ1eBgsXy6t11IIcdne6WGk5uLS8hNJOF3NRH5DDXy2PBdJl34ZyYpLu3XRRdhIVmlGQwcobIazUoNSGMD+7wtYKuPnO1/DBW6/JLvvsmMD+Ax8K/aFrxODoUJqUUtXB0qKME3LCieo3kn3pzZgCm3XbIE+UmZnq++Z9Vqw2sbG5lsx8+fMbN6/j2aOn+OlHD9CbLlSottfD090jtF7bEvMFW1eK3zmfXFTWCoIM4oiIGdwXdqZ+BOH3229MAM2/2ZwyF6dT3ovHxeMr8fhNG6KLx8Xj/9vjIigvHl+5x0VQXjy+co+LoLx4fOUeF0F58fjKPS6C8uLxlXtcBOXF4yv3uAjKi8dX7nERlBcPfNUe/wsOLA0ZNh9qRAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将预训练的模型用于测试数据，打印其分类效果\n",
    "def visualize_model(model, num_images=6):\n",
    "    images_so_far = 0\n",
    "    fig = plt.figure(figsize=(15,10))\n",
    "\n",
    "    for i, data in enumerate(val_loader):\n",
    "        inputs, labels = data\n",
    "        if use_cuda:\n",
    "            inputs, labels = inputs.cuda(), labels.cuda()\n",
    "        outputs = model(inputs)\n",
    "        _, preds = torch.max(outputs.data, 1)\n",
    "        preds = preds.cpu().numpy() if use_cuda else preds.numpy()\n",
    "        for j in range(inputs.size()[0]):\n",
    "            images_so_far += 1\n",
    "            ax = plt.subplot( 2,num_images//2, images_so_far)\n",
    "            ax.axis('off')\n",
    "            \n",
    "            ax.set_title('predicted: {}'.format(val_dataset.classes[preds[j]]))\n",
    "            imshow(data[0][j])\n",
    "\n",
    "            if images_so_far == num_images:\n",
    "                return\n",
    "visualize_model(net)\n",
    "\n",
    "plt.ioff()\n",
    "plt.show()"
   ]
  }
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